SavingTake-up
SavingsNoTake-up
24914
ROWS
24999
47
DUPLICATES
514
18.1 MB
RAM
18.2 MB
76
FEATURES
76
12
CATEGORICAL
12
64
NUMERICAL
64
0
TEXT
0
2.1.4
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
BehaviourType
VALUES:
24,914
(100%)
24,999
(100%)
MISSING:
---
---
DISTINCT:
1
(<1%)
1
(<1%)
2
TAB1
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
2
(<1%)
2
(<1%)
3
TAB5
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
2
(<1%)
2
(<1%)
4
TAB7
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
31
(<1%)
32
(<1%)
ZEROES:
100
(<1%)
222
(<1%)
MAX
30.0
31.0
95%
29.0
30.0
Q3
12.0
20.0
AVG
8.6
11.8
MEDIAN
5.0
9.0
Q1
3.0
4.0
5%
1.0
1.0
MIN
0.0
0.0
RANGE
30.0
31.0
IQR
9.00
16.0
STD
7.82
9.63
VAR
61.2
92.8
KURT.
0.990
-0.825
SKEW
1.38
0.727
SUM
214k
290k
5
TAB8
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
31
(<1%)
32
(<1%)
ZEROES:
112
(<1%)
236
(<1%)
MAX
30.0
31.0
95%
24.0
30.0
Q3
8.0
15.0
AVG
6.2
9.5
MEDIAN
3.0
5.0
Q1
2.0
2.0
5%
1.0
1.0
MIN
0.0
0.0
RANGE
30.0
31.0
IQR
6.00
13.0
STD
7.21
9.54
VAR
51.9
91.0
KURT.
2.85
-0.283
SKEW
1.90
1.04
SUM
153k
234k
6
TAB9
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
31
(<1%)
31
(<1%)
ZEROES:
123
(<1%)
250
(1%)
MAX
30.0
30.0
95%
20.0
29.0
Q3
5.0
12.0
AVG
4.7
8.2
MEDIAN
2.0
3.0
Q1
1.0
1.0
5%
1.0
1.0
MIN
0.0
0.0
RANGE
30.0
30.0
IQR
4.00
11.0
STD
6.49
9.31
VAR
42.1
86.7
KURT.
4.74
0.191
SKEW
2.29
1.24
SUM
118k
202k
7
TAB10
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
2
(<1%)
2
(<1%)
8
Total_Num_Inflow_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
158
(<1%)
146
(<1%)
ZEROES:
40
(<1%)
80
(<1%)
MAX
893
367
95%
42
34
Q3
22
16
AVG
18
13
MEDIAN
14
9
Q1
9
6
5%
4
3
MIN
0
0
RANGE
893
367
IQR
13.0
10.0
STD
16.2
13.7
VAR
261
188
KURT.
392
93.0
SKEW
10.4
6.53
SUM
440k
316k
9
Total_Amt_Inflow_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
24,242
(97%)
21,122
(84%)
ZEROES:
40
(<1%)
80
(<1%)
MAX
4.8M
4.8M
95%
0.1M
0.1M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
0.0M
0.0M
MIN
0.0M
0.0M
RANGE
4.8M
4.8M
IQR
21,818
15,695
STD
118k
66,237
VAR
13.9B
4.4B
KURT.
326
1,451
SKEW
14.6
28.7
SUM
878.9M
449.3M
10
Total_Num_Outflow_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
721
(3%)
654
(3%)
ZEROES:
6
(<1%)
46
(<1%)
MAX
4,205
1,824
95%
360
292
Q3
183
114
AVG
134
86
MEDIAN
102
49
Q1
50
18
5%
11
3
MIN
0
0
RANGE
4,205
1,824
IQR
133
96.0
STD
123
107
VAR
15,157
11,496
KURT.
57.9
19.6
SKEW
3.59
3.20
SUM
3.3M
2.1M
11
Total_Amt_Outflow_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
24,314
(98%)
21,909
(88%)
ZEROES:
6
(<1%)
46
(<1%)
MAX
0.0M
0.0M
95%
-0.0M
-0.0M
Q3
-0.0M
-0.0M
MEDIAN
-0.0M
-0.0M
AVG
-0.0M
-0.0M
Q1
-0.0M
-0.0M
5%
-0.1M
-0.1M
MIN
-6.5M
-5.0M
RANGE
6.5M
5.0M
IQR
19,821
15,598
STD
75,194
63,759
VAR
5.7B
4.1B
KURT.
2,498
1,849
SKEW
-36.2
-31.8
SUM
-639.9M
-445.2M
12
Num_Inflow_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
155
(<1%)
142
(<1%)
ZEROES:
46
(<1%)
139
(<1%)
MAX
864
364
95%
39
31
Q3
20
15
AVG
16
12
MEDIAN
13
9
Q1
8
5
5%
4
3
MIN
0
0
RANGE
864
364
IQR
12.0
10.0
STD
15.3
12.9
VAR
233
166
KURT.
435
107
SKEW
11.2
6.94
SUM
404k
294k
13
Num_MoneySend_In_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
6
(<1%)
5
(<1%)
14
Num_Elec_In_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
54
(<1%)
64
(<1%)
ZEROES:
5,164
(21%)
10,019
(40%)
MAX
280
182
95%
13
10
Q3
5
3
AVG
4
3
MEDIAN
3
2
Q1
1
0
5%
0
0
MIN
0
0
RANGE
280
182
IQR
4.00
3.00
STD
4.69
4.39
VAR
22.0
19.2
KURT.
536
246
SKEW
12.0
10.1
SUM
96,483
62,630
15
Num_Pmt_In_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
129
(<1%)
108
(<1%)
ZEROES:
4,916
(20%)
8,339
(33%)
MAX
506
278
95%
25
19
Q3
9
6
AVG
7
5
MEDIAN
4
2
Q1
1
0
5%
0
0
MIN
0
0
RANGE
506
278
IQR
8.00
6.00
STD
11.3
8.99
VAR
127
80.8
KURT.
195
130
SKEW
7.98
7.76
SUM
179k
118k
16
Num_CW_ATM_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
88
(<1%)
80
(<1%)
ZEROES:
2,308
(9%)
5,259
(21%)
MAX
175
137
95%
28
21
Q3
13
8
AVG
9
6
MEDIAN
7
4
Q1
3
1
5%
0
0
MIN
0
0
RANGE
175
137
IQR
10.0
7.00
STD
9.43
7.84
VAR
88.9
61.5
KURT.
11.9
19.0
SKEW
2.35
3.06
SUM
234k
151k
17
Num_EDO_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
70
(<1%)
64
(<1%)
ZEROES:
16,504
(66%)
18,068
(72%)
MAX
116
131
95%
12
12
Q3
2
1
AVG
2
2
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
116
131
IQR
2.00
1.00
STD
5.30
5.31
VAR
28.1
28.2
KURT.
41.1
44.7
SKEW
4.91
5.18
SUM
54,691
46,937
18
Num_POS_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
220
(<1%)
224
(<1%)
ZEROES:
2,525
(10%)
6,083
(24%)
MAX
492
630
95%
72
58
Q3
29
16
AVG
21
14
MEDIAN
12
5
Q1
4
1
5%
0
0
MIN
0
0
RANGE
492
630
IQR
25.0
15.0
STD
26.6
24.9
VAR
707
620
KURT.
23.2
54.5
SKEW
3.35
5.20
SUM
524k
334k
19
Num_Loan_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
8
(<1%)
7
(<1%)
20
Num_SO_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
20
(<1%)
17
(<1%)
ZEROES:
24,413
(98%)
24,157
(97%)
MAX
43.0
26.0
95%
0.0
0.0
Q3
0.0
0.0
AVG
0.1
0.0
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
43.0
26.0
IQR
0.00
0.00
STD
0.692
0.492
VAR
0.479
0.242
KURT.
911
693
SKEW
23.1
21.9
SUM
1,630
981
21
Num_Prepaid_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
180
(<1%)
162
(<1%)
ZEROES:
8,059
(32%)
12,460
(50%)
MAX
284
463
95%
51
39
Q3
19
10
AVG
14
8
MEDIAN
7
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
284
463
IQR
19.0
10.0
STD
19.8
17.2
VAR
392
294
KURT.
16.4
65.1
SKEW
3.09
5.42
SUM
339k
206k
22
Num_RTC_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
48
(<1%)
56
(<1%)
ZEROES:
22,318
(90%)
22,526
(90%)
MAX
384
142
95%
2
2
Q3
0
0
AVG
0
0
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
384
142
IQR
0.00
0.00
STD
3.99
2.83
VAR
15.9
8.02
KURT.
4,761
621
SKEW
57.3
19.8
SUM
10,942
9,632
23
Num_CNP_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
112
(<1%)
94
(<1%)
ZEROES:
20,795
(83%)
22,020
(88%)
MAX
287
258
95%
8
4
Q3
0
0
AVG
2
1
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
287
258
IQR
0.00
0.00
STD
7.89
6.16
VAR
62.3
38.0
KURT.
193
437
SKEW
10.9
17.1
SUM
41,195
22,245
24
Num_Pmt_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
146
(<1%)
141
(<1%)
ZEROES:
8,577
(34%)
13,471
(54%)
MAX
1,342
680
95%
33
23
Q3
12
5
AVG
9
5
MEDIAN
3
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
1,342
680
IQR
12.0
5.00
STD
18.0
13.1
VAR
323
171
KURT.
1,423
440
SKEW
24.3
13.7
SUM
215k
118k
25
Amt_Outflow_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
24,286
(97%)
21,808
(87%)
ZEROES:
6
(<1%)
66
(<1%)
MAX
0.0M
0.0M
95%
-0.0M
-0.0M
Q3
-0.0M
-0.0M
MEDIAN
-0.0M
-0.0M
AVG
-0.0M
-0.0M
Q1
-0.0M
-0.0M
5%
-0.1M
-0.1M
MIN
-6.5M
-4.8M
RANGE
6.5M
4.8M
IQR
18,696
15,054
STD
72,584
59,281
VAR
5.3B
3.5B
KURT.
2,860
2,193
SKEW
-39.3
-35.1
SUM
-600.9M
-416.7M
26
Amt_CW_ATM_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
3,660
(15%)
2,974
(12%)
ZEROES:
2,308
(9%)
5,259
(21%)
MAX
0k
0k
95%
0k
0k
Q3
-1k
-0k
MEDIAN
-4k
-2k
AVG
-6k
-4k
Q1
-8k
-6k
5%
-20k
-16k
MIN
-601k
-599k
RANGE
601k
599k
IQR
7,150
5,430
STD
10,249
9,420
VAR
105.1M
88.7M
KURT.
552
1,360
SKEW
-13.8
-25.5
SUM
-156.4M
-107.4M
27
Amt_EDO_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
6,717
(27%)
5,460
(22%)
ZEROES:
16,504
(66%)
18,068
(72%)
MAX
0.0M
0.0M
95%
0.0M
0.0M
Q3
0.0M
0.0M
MEDIAN
0.0M
0.0M
AVG
-0.0M
-0.0M
Q1
-0.0M
-0.0M
5%
-0.0M
-0.0M
MIN
-2.0M
-1.1M
RANGE
2.0M
1.1M
IQR
434
135
STD
14,271
10,943
VAR
203.7M
119.8M
KURT.
15,691
5,699
SKEW
-114
-63.5
SUM
-39.5M
-40.2M
28
Amt_POS_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
21,512
(86%)
16,952
(68%)
ZEROES:
2,525
(10%)
6,083
(24%)
MAX
0k
0k
95%
0k
0k
Q3
-1k
-0k
MEDIAN
-3k
-1k
AVG
-6k
-4k
Q1
-7k
-4k
5%
-21k
-17k
MIN
-723k
-376k
RANGE
723k
376k
IQR
6,236
3,861
STD
11,608
10,299
VAR
134.7M
106.1M
KURT.
681
177
SKEW
-15.7
-9.82
SUM
-147.0M
-97.9M
29
Amt_Loan_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
39
(<1%)
37
(<1%)
ZEROES:
24,814
(>99%)
24,421
(98%)
MAX
0k
0k
95%
0k
0k
Q3
0k
0k
MEDIAN
0k
0k
AVG
-0k
-0k
Q1
0k
0k
5%
0k
0k
MIN
-393k
-637k
RANGE
393k
637k
IQR
0.00
0.00
STD
4,306
6,605
VAR
18.5M
43.6M
KURT.
4,829
5,096
SKEW
-65.7
-66.6
SUM
-2.2M
-3.2M
30
Amt_SO_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
188
(<1%)
128
(<1%)
ZEROES:
24,413
(98%)
24,157
(97%)
MAX
0k
0k
95%
0k
0k
Q3
0k
0k
MEDIAN
0k
0k
AVG
-0k
-0k
Q1
0k
0k
5%
0k
0k
MIN
-158k
-75k
RANGE
158k
75,000
IQR
0.00
0.00
STD
1,373
788
VAR
1.9M
621k
KURT.
7,258
3,599
SKEW
-69.8
-46.5
SUM
-1.8M
-1.1M
31
Amt_Prepaid_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
2,608
(10%)
2,257
(9%)
ZEROES:
8,059
(32%)
12,460
(50%)
MAX
0
0
95%
0
0
Q3
0
0
MEDIAN
-164
0
AVG
-440
-302
Q1
-554
-288
5%
-1,776
-1,471
MIN
-17,860
-17,950
RANGE
17,860
17,950
IQR
554
288
STD
772
754
VAR
596k
568k
KURT.
43.6
82.0
SKEW
-4.74
-6.84
SUM
-10.9M
-7.4M
32
Amt_RTC_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
1,158
(5%)
1,049
(4%)
ZEROES:
22,318
(90%)
22,526
(90%)
MAX
0k
0k
95%
0k
0k
Q3
0k
0k
MEDIAN
0k
0k
AVG
-1k
-1k
Q1
0k
0k
5%
-2k
-1k
MIN
-710k
-1523k
RANGE
710k
1.5M
IQR
0.00
0.00
STD
9,825
14,588
VAR
96.5M
212.8M
KURT.
1,814
5,333
SKEW
-35.7
-60.2
SUM
-21.2M
-25.3M
33
Amt_CNP_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
3,138
(13%)
1,908
(8%)
ZEROES:
20,795
(83%)
22,020
(88%)
MAX
0k
0k
95%
0k
0k
Q3
0k
0k
MEDIAN
0k
0k
AVG
-0k
-0k
Q1
0k
0k
5%
-1k
-0k
MIN
-196k
-182k
RANGE
196k
182k
IQR
0.00
0.00
STD
2,392
1,898
VAR
5.7M
3.6M
KURT.
2,449
4,237
SKEW
-39.6
-53.8
SUM
-6.9M
-4.0M
34
Amt_Pmt_Out_G1_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
7,004
(28%)
4,618
(18%)
ZEROES:
8,577
(34%)
13,471
(54%)
MAX
0.0M
0.0M
95%
0.0M
0.0M
Q3
0.0M
0.0M
MEDIAN
-0.0M
0.0M
AVG
-0.0M
-0.0M
Q1
-0.0M
-0.0M
5%
-0.0M
-0.0M
MIN
-3.3M
-3.2M
RANGE
3.3M
3.2M
IQR
5,557
2,250
STD
36,414
37,436
VAR
1.3B
1.4B
KURT.
3,260
3,933
SKEW
-45.1
-54.0
SUM
-165.4M
-114.9M
35
Num_Outflow_CC_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
106
(<1%)
128
(<1%)
ZEROES:
24,293
(98%)
23,637
(95%)
MAX
268
289
95%
0
0
Q3
0
0
AVG
1
1
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
268
289
IQR
0.00
0.00
STD
7.36
9.31
VAR
54.2
86.8
KURT.
290
215
SKEW
14.2
12.2
SUM
21,373
31,741
36
Amt_Outflow_CC_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
557
(2%)
816
(3%)
ZEROES:
24,293
(98%)
23,637
(95%)
MAX
0k
0k
95%
0k
0k
Q3
0k
0k
MEDIAN
0k
0k
AVG
-0k
-0k
Q1
0k
0k
5%
0k
0k
MIN
-128k
-65k
RANGE
128k
65,478
IQR
0.00
0.00
STD
1,708
1,632
VAR
2.9M
2.7M
KURT.
2,289
634
SKEW
-41.4
-22.6
SUM
-2.4M
-3.2M
37
Num_POS_Out_CC_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
45
(<1%)
57
(<1%)
ZEROES:
24,608
(99%)
24,103
(96%)
MAX
110
135
95%
0
0
Q3
0
0
AVG
0
0
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
110
135
IQR
0.00
0.00
STD
1.82
2.55
VAR
3.30
6.51
KURT.
1,426
955
SKEW
33.4
27.0
SUM
2,465
4,127
38
Amt_POS_Out_CC_L3M
VALUES:
24,854
(>99%)
24,457
(98%)
MISSING:
60
(<1%)
542
(2%)
DISTINCT:
242
(<1%)
340
(1%)
ZEROES:
24,608
(99%)
24,103
(96%)
MAX
0k
0k
95%
0k
0k
Q3
0k
0k
MEDIAN
0k
0k
AVG
-0k
-0k
Q1
0k
0k
5%
0k
0k
MIN
-112k
-56k
RANGE
112k
56,136
IQR
0.00
0.00
STD
1,019
906
VAR
1.0M
821k
KURT.
6,789
1,541
SKEW
-72.0
-34.5
SUM
-887k
-1.2M
39
MinBalanceL3M
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
8,856
(36%)
9,460
(38%)
ZEROES:
2
(<1%)
2
(<1%)
MAX
2.1M
0.7M
95%
0.0M
0.0M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
-0.0M
-0.0M
MIN
-0.0M
-0.0M
RANGE
2.1M
767k
IQR
14.1
18.9
STD
35,707
11,827
VAR
1.3B
139.9M
KURT.
1,182
1,355
SKEW
29.6
31.6
SUM
66.7M
23.7M
40
MinBalanceAVG
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
16,577
(67%)
16,660
(67%)
ZEROES:
1
(<1%)
---
MAX
3.8M
0.8M
95%
0.0M
0.0M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
0.0M
0.0M
MIN
-0.0M
-0.0M
RANGE
3.8M
817k
IQR
63.3
69.4
STD
48,059
13,420
VAR
2.3B
180.1M
KURT.
1,922
1,134
SKEW
34.5
28.5
SUM
102.0M
32.8M
41
MaxBalanceL3M
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
24,535
(98%)
23,567
(94%)
ZEROES:
---
---
MAX
5.2M
1.9M
95%
0.1M
0.0M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
0.0M
0.0M
MIN
-0.0M
-0.0M
RANGE
5.2M
2.0M
IQR
6,434
4,583
STD
113k
37,469
VAR
12.7B
1.4B
KURT.
491
882
SKEW
17.6
25.6
SUM
509.0M
173.9M
42
MaxBalanceAVG
VALUES:
24,867
(>99%)
24,498
(98%)
MISSING:
47
(<1%)
501
(2%)
DISTINCT:
24,726
(>99%)
23,959
(96%)
ZEROES:
---
---
MAX
4.5M
1.0M
95%
0.0M
0.0M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
0.0M
0.0M
MIN
-0.0M
-0.0M
RANGE
4.5M
1.1M
IQR
4,432
3,169
STD
70,618
22,419
VAR
5.0B
502.6M
KURT.
1,058
684
SKEW
25.2
22.2
SUM
298.6M
115.1M
43
ALL_Val_Cur_Mth_Instalm_30_Days
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
4,838
(19%)
5,937
(24%)
ZEROES:
3,685
(15%)
3,346
(13%)
MAX
930.0M
0.4M
95%
0.0M
0.0M
Q3
0.0M
0.0M
AVG
0.2M
0.0M
MEDIAN
0.0M
0.0M
Q1
-0.0M
-0.0M
5%
-0.0M
-0.0M
MIN
-0.0M
-0.0M
RANGE
930.0M
359k
IQR
800
1,510
STD
12.5M
8,906
VAR
156.5T
79.3M
KURT.
4,982
456
SKEW
70.3
16.9
SUM
4.3B
55.2M
44
ALL_Perc_Utilisation
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
341
(1%)
334
(1%)
ZEROES:
1,685
(7%)
1,565
(6%)
MAX
999
999
95%
132
132
Q3
73
82
AVG
38
41
MEDIAN
0
1
Q1
-7
-7
5%
-9
-9
MIN
-9
-9
RANGE
1,008
1,008
IQR
80.0
89.0
STD
78.7
74.9
VAR
6,201
5,603
KURT.
74.7
71.7
SKEW
6.83
6.34
SUM
904k
947k
45
ALL_Num_Ever_Trades
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
82
(<1%)
95
(<1%)
ZEROES:
---
---
MAX
317
195
95%
13
17
Q3
4
6
MEDIAN
1
2
AVG
1
2
Q1
-7
-7
5%
-9
-9
MIN
-9
-9
RANGE
326
204
IQR
11.0
13.0
STD
8.44
9.61
VAR
71.3
92.3
KURT.
94.7
26.0
SKEW
4.11
2.86
SUM
23,449
45,775
46
ALL_Num_Open_Satisf_Trades
VALUES:
23,975
(96%)
23,003
(92%)
MISSING:
939
(4%)
1,996
(8%)
DISTINCT:
22
(<1%)
23
(<1%)
ZEROES:
7,308
(29%)
6,811
(27%)
MAX
24.0
21.0
95%
4.0
6.0
Q3
1.0
1.0
MEDIAN
0.0
0.0
AVG
-1.6
-1.3
Q1
-7.0
-7.0
5%
-9.0
-9.0
MIN
-9.0
-9.0
RANGE
33.0
30.0
IQR
8.00
8.00
STD
4.61
4.88
VAR
21.3
23.8
KURT.
-0.787
-0.654
SKEW
-0.366
-0.261
SUM
-38,518
-29,176
47
ALL_Num_Trades_180_Days
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
26
(<1%)
28
(<1%)
ZEROES:
12,811
(51%)
12,438
(50%)
MAX
53.0
33.0
95%
2.0
2.0
Q3
0.0
0.0
MEDIAN
0.0
0.0
AVG
-2.2
-2.1
Q1
-7.0
-7.0
5%
-9.0
-9.0
MIN
-9.0
-9.0
RANGE
62.0
42.0
IQR
7.00
7.00
STD
4.06
4.14
VAR
16.5
17.1
KURT.
0.824
0.239
SKEW
-0.440
-0.422
SUM
-53,244
-48,037
48
ALL_Val_OD_Bal_1_Year
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
4,717
(19%)
4,819
(19%)
ZEROES:
8,077
(32%)
8,207
(33%)
MAX
588k
647k
95%
11k
18k
Q3
0k
0k
AVG
3k
4k
MEDIAN
0k
0k
Q1
-0k
-0k
5%
-0k
-0k
MIN
-0k
-0k
RANGE
588k
647k
IQR
377
383
STD
14,953
21,174
VAR
223.6M
448.4M
KURT.
292
178
SKEW
13.4
10.9
SUM
69.0M
97.4M
49
C_Telephones
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
6
(<1%)
6
(<1%)
50
ALL_Perc_Satisf_To_Open_Trades
VALUES:
23,975
(96%)
23,003
(92%)
MISSING:
939
(4%)
1,996
(8%)
DISTINCT:
85
(<1%)
90
(<1%)
ZEROES:
7,308
(29%)
6,812
(27%)
MAX
100
100
95%
100
100
Q3
33
33
AVG
18
17
MEDIAN
0
0
Q1
-7
-7
5%
-9
-9
MIN
-9
-9
RANGE
109
109
IQR
40.0
40.0
STD
34.6
32.4
VAR
1,198
1,053
KURT.
0.412
0.561
SKEW
1.32
1.31
SUM
437k
402k
51
ALL_Avg_Months_On_Book
VALUES:
23,758
(95%)
22,593
(90%)
MISSING:
1,156
(5%)
2,406
(10%)
DISTINCT:
286
(1%)
301
(1%)
ZEROES:
169
(<1%)
114
(<1%)
MAX
387
528
95%
96
113
Q3
38
43
AVG
24
28
MEDIAN
17
19
Q1
-7
-7
5%
-9
-9
MIN
-9
-9
RANGE
396
537
IQR
45.0
50.0
STD
38.6
43.9
VAR
1,489
1,931
KURT.
10.0
8.28
SKEW
2.41
2.25
SUM
564k
635k
52
ALL_Perc_Payments_2Years
VALUES:
23,758
(95%)
22,593
(90%)
MISSING:
1,156
(5%)
2,406
(10%)
DISTINCT:
104
(<1%)
104
(<1%)
ZEROES:
2,055
(8%)
2,150
(9%)
MAX
100
100
95%
90
90
Q3
60
66
AVG
27
30
MEDIAN
16
20
Q1
-7
-7
5%
-9
-9
MIN
-9
-9
RANGE
109
109
IQR
67.0
73.0
STD
35.4
36.9
VAR
1,255
1,362
KURT.
-1.18
-1.39
SKEW
0.531
0.393
SUM
651k
681k
53
ALL_Time_MR_Trade
VALUES:
23,758
(95%)
22,593
(90%)
MISSING:
1,156
(5%)
2,406
(10%)
DISTINCT:
236
(<1%)
248
(<1%)
ZEROES:
640
(3%)
766
(3%)
MAX
417
528
95%
62
68
Q3
26
26
AVG
15
16
MEDIAN
7
8
Q1
-7
-7
5%
-9
-9
MIN
-9
-9
RANGE
426
537
IQR
33.0
33.0
STD
28.6
30.8
VAR
816
949
KURT.
22.3
22.7
SKEW
3.37
3.48
SUM
351k
356k
54
ALL_Num_Open_Trades
VALUES:
23,941
(96%)
22,908
(92%)
MISSING:
973
(4%)
2,091
(8%)
DISTINCT:
33
(<1%)
30
(<1%)
ZEROES:
1,276
(5%)
1,293
(5%)
MAX
31.0
96.0
95%
7.0
8.0
Q3
3.0
3.0
MEDIAN
1.0
1.0
AVG
-0.7
-0.2
Q1
-7.0
-7.0
5%
-9.0
-9.0
MIN
-9.0
-9.0
RANGE
40.0
105
IQR
10.0
10.0
STD
5.39
5.78
VAR
29.0
33.5
KURT.
-0.642
2.69
SKEW
-0.229
0.052
SUM
-15,999
-4,730
55
Debt_Review_Score
VALUES:
23,941
(96%)
22,908
(92%)
MISSING:
973
(4%)
2,091
(8%)
DISTINCT:
213
(<1%)
217
(<1%)
ZEROES:
---
---
MAX
861
861
95%
837
836
Q3
796
791
MEDIAN
747
739
AVG
727
725
Q1
640
640
5%
606
606
MIN
575
575
RANGE
286
286
IQR
156
151
STD
82.1
78.6
VAR
6,740
6,181
KURT.
-1.34
-1.25
SKEW
-0.298
-0.236
SUM
17.4M
16.6M
56
ALL_Max_Delq_Ever
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
17
(<1%)
17
(<1%)
57
Score_MI
VALUES:
23,941
(96%)
22,908
(92%)
MISSING:
973
(4%)
2,091
(8%)
DISTINCT:
151
(<1%)
155
(<1%)
ZEROES:
---
---
MAX
728
728
95%
671
680
Q3
632
638
MEDIAN
616
618
AVG
432
444
Q1
1
1
5%
1
1
MIN
1
1
RANGE
727
727
IQR
631
637
STD
293
291
VAR
85,735
84,875
KURT.
-1.36
-1.25
SKEW
-0.784
-0.849
SUM
10.4M
10.2M
58
Thin_File_Flag
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
2
(<1%)
2
(<1%)
59
Enquiry_Only_Flag
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
2
(<1%)
2
(<1%)
60
Num_Accounts_All
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
25
(<1%)
22
(<1%)
ZEROES:
10,027
(40%)
9,180
(37%)
MAX
28.0
25.0
95%
6.0
7.0
Q3
2.0
3.0
AVG
1.5
1.9
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
28.0
25.0
IQR
2.00
3.00
STD
2.09
2.57
VAR
4.39
6.63
KURT.
9.72
5.25
SKEW
2.42
2.05
SUM
36,584
43,843
61
Num_Accounts_CC
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
7
(<1%)
9
(<1%)
62
Num_Accounts_Veh
VALUES:
24,002
(96%)
23,069
(92%)
MISSING:
912
(4%)
1,930
(8%)
DISTINCT:
6
(<1%)
7
(<1%)
63
Num_USSD
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
46
(<1%)
44
(<1%)
ZEROES:
19,647
(79%)
17,547
(70%)
MAX
56.0
92.0
95%
8.0
5.0
Q3
0.0
0.0
AVG
1.1
0.7
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
56.0
92.0
IQR
0.00
0.00
STD
3.59
2.78
VAR
12.9
7.74
KURT.
31.7
143
SKEW
4.88
8.73
SUM
26,632
13,414
64
Amt_USSD
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
1,242
(5%)
819
(3%)
ZEROES:
19,650
(79%)
17,547
(70%)
MAX
0k
0k
95%
0k
0k
Q3
0k
0k
MEDIAN
0k
0k
AVG
-1k
-0k
Q1
0k
0k
5%
-3k
-2k
MIN
-832k
-153k
RANGE
832k
153k
IQR
0.00
0.00
STD
9,893
1,866
VAR
97.9M
3.5M
KURT.
3,637
2,449
SKEW
-55.1
-36.4
SUM
-16.0M
-5.7M
65
Num_App
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
91
(<1%)
91
(<1%)
ZEROES:
13,176
(53%)
13,539
(54%)
MAX
545
128
95%
24
18
Q3
7
2
AVG
5
3
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
545
128
IQR
7.00
2.00
STD
10.1
7.89
VAR
102
62.2
KURT.
358
37.1
SKEW
9.21
4.81
SUM
122k
63,474
66
Amt_App
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
6,393
(26%)
3,973
(16%)
ZEROES:
13,178
(53%)
13,540
(54%)
MAX
0.0M
0.0M
95%
0.0M
0.0M
Q3
0.0M
0.0M
MEDIAN
0.0M
0.0M
AVG
-0.0M
-0.0M
Q1
-0.0M
-0.0M
5%
-0.0M
-0.0M
MIN
-4.0M
-1.7M
RANGE
4.0M
1.7M
IQR
1,847
343
STD
46,097
18,382
VAR
2.1B
337.9M
KURT.
3,616
3,914
SKEW
-51.5
-51.0
SUM
-107.7M
-49.2M
67
Num_Elec
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
18
(<1%)
19
(<1%)
ZEROES:
20,466
(82%)
17,759
(71%)
MAX
23.0
30.0
95%
2.0
2.0
Q3
0.0
0.0
AVG
0.3
0.2
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
23.0
30.0
IQR
0.00
0.00
STD
0.889
0.895
VAR
0.790
0.800
KURT.
61.6
139
SKEW
5.92
8.59
SUM
6,311
4,483
68
Amt_Elec
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
187
(<1%)
173
(<1%)
ZEROES:
20,470
(82%)
17,760
(71%)
MAX
0
0
95%
0
0
Q3
0
0
MEDIAN
0
0
AVG
-28
-27
Q1
0
0
5%
-150
-150
MIN
-6,000
-10,450
RANGE
6,000
10,450
IQR
0.00
0.00
STD
131
165
VAR
17,236
27,159
KURT.
376
1,030
SKEW
-14.1
-22.8
SUM
-656k
-540k
69
Num_Airtime
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
76
(<1%)
75
(<1%)
ZEROES:
9,014
(36%)
10,346
(41%)
MAX
113
155
95%
19
15
Q3
7
4
AVG
5
3
MEDIAN
2
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
113
155
IQR
7.00
4.00
STD
7.32
6.59
VAR
53.5
43.4
KURT.
16.6
60.3
SKEW
3.12
5.16
SUM
115k
67,317
70
Amt_Airtime
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
1,183
(5%)
999
(4%)
ZEROES:
9,016
(36%)
10,346
(41%)
MAX
0
0
95%
0
0
Q3
0
0
MEDIAN
-48
0
AVG
-140
-102
Q1
-180
-108
5%
-571
-472
MIN
-6,532
-8,450
RANGE
6,532
8,450
IQR
180
108
STD
255
239
VAR
64,913
57,322
KURT.
62.2
136
SKEW
-5.38
-7.73
SUM
-3.3M
-2.0M
71
CW1
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
13,454
(54%)
9,978
(40%)
ZEROES:
3,315
(13%)
3,640
(15%)
MAX
1,050
1,855
95%
15
15
Q3
2
2
MEDIAN
0
0
AVG
-11
-19
Q1
0
0
5%
-99
-99
MIN
-99
-99
RANGE
1,149
1,954
IQR
2.01
1.82
STD
43.0
50.6
VAR
1,850
2,561
KURT.
46.9
113
SKEW
1.65
3.36
SUM
-252k
-375k
72
CS1
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
18
(<1%)
21
(<1%)
ZEROES:
12,967
(52%)
10,390
(42%)
MAX
29.0
31.0
95%
3.0
3.0
Q3
1.0
1.0
AVG
0.9
0.9
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
29.0
31.0
IQR
1.00
1.00
STD
1.34
1.33
VAR
1.79
1.76
KURT.
18.9
39.2
SKEW
2.83
3.69
SUM
20,458
17,444
73
CS2
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
17
(<1%)
19
(<1%)
ZEROES:
13,409
(54%)
10,969
(44%)
MAX
20.0
22.0
95%
3.0
3.0
Q3
1.0
1.0
AVG
0.8
0.8
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
20.0
22.0
IQR
1.00
1.00
STD
1.32
1.27
VAR
1.75
1.62
KURT.
11.8
21.6
SKEW
2.65
3.16
SUM
19,577
16,174
74
CS3
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
25
(<1%)
27
(<1%)
ZEROES:
9,503
(38%)
8,001
(32%)
MAX
29.0
45.0
95%
6.0
5.0
Q3
2.0
2.0
AVG
1.6
1.4
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
29.0
45.0
IQR
2.00
2.00
STD
2.10
1.92
VAR
4.43
3.69
KURT.
10.9
39.5
SKEW
2.48
3.82
SUM
37,220
27,732
75
CS4
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
8,215
(33%)
8,023
(32%)
ZEROES:
4,631
(19%)
5,112
(20%)
MAX
31.8
30.6
95%
0.9
1.0
Q3
0.5
0.6
AVG
0.3
0.4
MEDIAN
0.2
0.2
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
31.8
30.6
IQR
0.450
0.649
STD
0.590
0.600
VAR
0.348
0.360
KURT.
636
441
SKEW
17.7
13.4
SUM
7,495
7,688
76
InsufFunds
VALUES:
23,663
(95%)
19,941
(80%)
MISSING:
1,251
(5%)
5,058
(20%)
DISTINCT:
38
(<1%)
29
(<1%)
ZEROES:
18,679
(75%)
16,202
(65%)
MAX
67.0
51.0
95%
2.0
2.0
Q3
0.0
0.0
AVG
0.5
0.4
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
67.0
51.0
IQR
0.00
0.00
STD
1.65
1.27
VAR
2.72
1.61
KURT.
310
304
SKEW
13.1
12.5
SUM
10,959
7,344
Associations
[Only including dataset "SavingTake-up"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "SavingsNoTake-up"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
BehaviourType
MISSING:
---
---
TOP CATEGORIES
SavingTake-up
24,914
100%
0
0%
SavingsNoTake-up
0
0%
24,999
100%
ALL
24,914
100%
24,999
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BehaviourType
PROVIDES INFORMATION ON...
TAB5
0.00
Num_Accounts_CC
0.00
Enquiry_Only_Flag
0.00
ALL_Max_Delq_Ever
0.00
Thin_File_Flag
0.00
C_Telephones
0.00
TAB1
-0.00
TAB10
-0.00
Num_Accounts_Veh
-0.00
Num_MoneySend_In_G1_L3M
-0.00
Num_Loan_Out_G1_L3M
-0.00

THESE FEATURES
GIVE INFORMATION
ON BehaviourType:
TAB1
1.00
TAB5
1.00
TAB10
1.00
Num_MoneySend_In_G1_L3M
1.00
Num_Loan_Out_G1_L3M
1.00
C_Telephones
1.00
ALL_Max_Delq_Ever
1.00
Thin_File_Flag
1.00
Enquiry_Only_Flag
1.00
Num_Accounts_CC
1.00
Num_Accounts_Veh
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BehaviourType
CORRELATION RATIO WITH...
TAB7
0.00
TAB8
0.00
TAB9
0.00
Total_Num_Inflow_L3M
0.00
Total_Amt_Inflow_L3M
0.00
Total_Num_Outflow_L3M
0.00
Total_Amt_Outflow_L3M
0.00
Num_Inflow_G1_L3M
0.00
Num_Elec_In_G1_L3M
0.00
Num_Pmt_In_G1_L3M
0.00
Num_CW_ATM_Out_G1_L3M
0.00
Num_EDO_Out_G1_L3M
0.00
Num_POS_Out_G1_L3M
0.00
Num_SO_Out_G1_L3M
0.00
TAB1
MISSING:
47
(<1%)
501
(2%)
TOP CATEGORIES
0.0
23,460
94%
23,164
95%
1.0
1,407
6%
1,334
5%
ALL
24,867
100%
24,498
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TAB1
PROVIDES INFORMATION ON...
BehaviourType
1.00
TAB5
0.75
TAB10
0.68
Num_MoneySend_In_G1_L3M
0.01
Num_Loan_Out_G1_L3M
0.00
ALL_Max_Delq_Ever
0.00
Num_Accounts_CC
0.00
Num_Accounts_Veh
0.00
Thin_File_Flag
0.00
C_Telephones
0.00
Enquiry_Only_Flag
0.00

THESE FEATURES
GIVE INFORMATION
ON TAB1:
TAB5
0.51
TAB10
0.37
ALL_Max_Delq_Ever
0.05
Num_Accounts_CC
0.00
C_Telephones
0.00
Thin_File_Flag
0.00
Num_Accounts_Veh
0.00
Num_Loan_Out_G1_L3M
0.00
Num_MoneySend_In_G1_L3M
0.00
Enquiry_Only_Flag
0.00
BehaviourType
-0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
CORRELATION RATIO WITH...
TAB7
0.55
TAB8
0.52
TAB9
0.41
MinBalanceL3M
0.30
MinBalanceAVG
0.27
MaxBalanceAVG
0.24
MaxBalanceL3M
0.18
CS3
0.18
CS1
0.15
CS2
0.15
ALL_Avg_Months_On_Book
0.10
CS4
0.09
Num_CW_ATM_Out_G1_L3M
0.08
Amt_POS_Out_G1_L3M
0.08
TAB5
MISSING:
47
(<1%)
501
(2%)
TOP CATEGORIES
0.0
24,015
97%
23,897
98%
1.0
852
3%
601
2%
ALL
24,867
100%
24,498
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TAB5
PROVIDES INFORMATION ON...
BehaviourType
1.00
TAB10
0.84
TAB1
0.51
Num_Loan_Out_G1_L3M
0.00
Num_MoneySend_In_G1_L3M
0.00
ALL_Max_Delq_Ever
0.00
Num_Accounts_CC
0.00
Num_Accounts_Veh
0.00
Thin_File_Flag
0.00
C_Telephones
0.00
Enquiry_Only_Flag
0.00

THESE FEATURES
GIVE INFORMATION
ON TAB5:
TAB1
0.75
TAB10
0.68
ALL_Max_Delq_Ever
0.05
Num_Accounts_CC
0.00
C_Telephones
0.00
Num_Accounts_Veh
0.00
Thin_File_Flag
0.00
Num_Loan_Out_G1_L3M
0.00
Enquiry_Only_Flag
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB5
CORRELATION RATIO WITH...
TAB8
0.50
TAB7
0.48
TAB9
0.42
MinBalanceL3M
0.39
MinBalanceAVG
0.34
MaxBalanceAVG
0.28
MaxBalanceL3M
0.20
CS3
0.14
CS1
0.12
CS2
0.11
ALL_Avg_Months_On_Book
0.09
CS4
0.08
Amt_Outflow_G1_L3M
0.08
Amt_POS_Out_G1_L3M
0.08
TAB7
MISSING:
47
(<1%)
501
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TAB8
0.93
TAB9
0.84
CS3
-0.27
Total_Num_Outflow_L3M
-0.27
Num_CW_ATM_Out_G1_L3M
-0.26
CS1
-0.24
CS2
-0.24
Total_Num_Inflow_L3M
-0.22
Num_Inflow_G1_L3M
-0.20
MinBalanceAVG
0.20
Num_Prepaid_Out_G1_L3M
-0.19
MinBalanceL3M
0.19
Num_Pmt_In_G1_L3M
-0.18
Num_Elec_In_G1_L3M
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.55
TAB5
0.48
TAB10
0.42
ALL_Max_Delq_Ever
0.22
C_Telephones
0.13
Thin_File_Flag
0.09
Enquiry_Only_Flag
0.07
Num_Accounts_CC
0.02
Num_Loan_Out_G1_L3M
0.01
Num_Accounts_Veh
0.01
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
3.0
3,131
12.6%
2,333
9.5%
2.0
3,105
12.5%
2,190
8.9%
4.0
2,679
10.8%
1,927
7.9%
5.0
2,096
8.4%
1,460
6.0%
6.0
1,514
6.1%
1,183
4.8%
1.0
1,483
6.0%
1,131
4.6%
7.0
1,073
4.3%
897
3.7%
11.0
933
3.8%
1,128
4.6%
8.0
923
3.7%
685
2.8%
30.0
876
3.5%
2,573
10.5%
12.0
834
3.4%
930
3.8%
10.0
796
3.2%
770
3.1%
9.0
693
2.8%
607
2.5%
13.0
559
2.2%
637
2.6%
20.0
454
1.8%
887
3.6%
SMALLEST VALUES
0.0
100
0.4%
222
0.9%
1.0
1,483
6.0%
1,131
4.6%
2.0
3,105
12.5%
2,190
8.9%
3.0
3,131
12.6%
2,333
9.5%
4.0
2,679
10.8%
1,927
7.9%
5.0
2,096
8.4%
1,460
6.0%
6.0
1,514
6.1%
1,183
4.8%
7.0
1,073
4.3%
897
3.7%
8.0
923
3.7%
685
2.8%
9.0
693
2.8%
607
2.5%
10.0
796
3.2%
770
3.1%
11.0
933
3.8%
1,128
4.6%
12.0
834
3.4%
930
3.8%
13.0
559
2.2%
637
2.6%
14.0
405
1.6%
509
2.1%
LARGEST VALUES
30.0
876
3.5%
2,573
10.5%
29.0
445
1.8%
616
2.5%
28.0
100
0.4%
246
1.0%
27.0
102
0.4%
132
0.5%
26.0
108
0.4%
160
0.7%
25.0
118
0.5%
179
0.7%
24.0
148
0.6%
231
0.9%
23.0
163
0.7%
223
0.9%
22.0
275
1.1%
343
1.4%
21.0
426
1.7%
652
2.7%
20.0
454
1.8%
887
3.6%
19.0
236
0.9%
319
1.3%
18.0
227
0.9%
269
1.1%
17.0
233
0.9%
312
1.3%
16.0
296
1.2%
364
1.5%
TAB8
MISSING:
47
(<1%)
501
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TAB9
0.94
TAB7
0.93
Total_Num_Outflow_L3M
-0.32
Num_CW_ATM_Out_G1_L3M
-0.29
Total_Num_Inflow_L3M
-0.26
Num_Inflow_G1_L3M
-0.25
CS3
-0.24
Num_Prepaid_Out_G1_L3M
-0.23
MinBalanceL3M
0.22
MinBalanceAVG
0.22
Num_Elec_In_G1_L3M
-0.21
CS1
-0.21
Num_Pmt_In_G1_L3M
-0.21
Num_POS_Out_G1_L3M
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.52
TAB5
0.50
TAB10
0.46
ALL_Max_Delq_Ever
0.21
C_Telephones
0.13
Thin_File_Flag
0.08
Enquiry_Only_Flag
0.06
Num_Accounts_CC
0.02
Num_Accounts_Veh
0.02
Num_Loan_Out_G1_L3M
0.02
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
2.0
5,686
22.9%
4,126
16.8%
1.0
4,908
19.7%
3,232
13.2%
3.0
3,378
13.6%
2,771
11.3%
4.0
1,996
8.0%
1,588
6.5%
5.0
1,199
4.8%
1,028
4.2%
11.0
800
3.2%
1,098
4.5%
6.0
744
3.0%
707
2.9%
10.0
589
2.4%
734
3.0%
7.0
553
2.2%
582
2.4%
30.0
522
2.1%
1,666
6.8%
12.0
505
2.0%
714
2.9%
8.0
423
1.7%
404
1.6%
9.0
411
1.7%
374
1.5%
20.0
347
1.4%
679
2.8%
29.0
337
1.4%
935
3.8%
SMALLEST VALUES
0.0
112
0.5%
236
1.0%
1.0
4,908
19.7%
3,232
13.2%
2.0
5,686
22.9%
4,126
16.8%
3.0
3,378
13.6%
2,771
11.3%
4.0
1,996
8.0%
1,588
6.5%
5.0
1,199
4.8%
1,028
4.2%
6.0
744
3.0%
707
2.9%
7.0
553
2.2%
582
2.4%
8.0
423
1.7%
404
1.6%
9.0
411
1.7%
374
1.5%
10.0
589
2.4%
734
3.0%
11.0
800
3.2%
1,098
4.5%
12.0
505
2.0%
714
2.9%
13.0
294
1.2%
447
1.8%
14.0
247
1.0%
314
1.3%
LARGEST VALUES
30.0
522
2.1%
1,666
6.8%
29.0
337
1.4%
935
3.8%
28.0
105
0.4%
195
0.8%
27.0
67
0.3%
115
0.5%
26.0
75
0.3%
116
0.5%
25.0
74
0.3%
101
0.4%
24.0
84
0.3%
148
0.6%
23.0
119
0.5%
164
0.7%
22.0
143
0.6%
220
0.9%
21.0
265
1.1%
430
1.8%
20.0
347
1.4%
679
2.8%
19.0
241
1.0%
433
1.8%
18.0
121
0.5%
182
0.7%
17.0
131
0.5%
210
0.9%
16.0
178
0.7%
256
1.0%
TAB9
MISSING:
47
(<1%)
501
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TAB8
0.94
TAB7
0.84
Total_Num_Outflow_L3M
-0.35
Num_CW_ATM_Out_G1_L3M
-0.31
Total_Num_Inflow_L3M
-0.29
Num_Inflow_G1_L3M
-0.28
Num_Prepaid_Out_G1_L3M
-0.25
Num_POS_Out_G1_L3M
-0.24
Num_Elec_In_G1_L3M
-0.24
MinBalanceL3M
0.22
Num_Pmt_In_G1_L3M
-0.22
MinBalanceAVG
0.22
CS3
-0.21
Amt_Prepaid_Out_G1_L3M
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB5
0.42
TAB1
0.41
TAB10
0.41
ALL_Max_Delq_Ever
0.20
C_Telephones
0.13
Thin_File_Flag
0.07
Enquiry_Only_Flag
0.06
Num_Accounts_Veh
0.03
Num_Accounts_CC
0.02
Num_Loan_Out_G1_L3M
0.01
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
1.0
9,738
39.2%
6,244
25.5%
2.0
5,377
21.6%
4,365
17.8%
3.0
2,240
9.0%
2,023
8.3%
4.0
1,085
4.4%
1,103
4.5%
5.0
681
2.7%
708
2.9%
11.0
665
2.7%
1,015
4.1%
10.0
593
2.4%
873
3.6%
6.0
439
1.8%
492
2.0%
7.0
359
1.4%
378
1.5%
9.0
359
1.4%
385
1.6%
20.0
301
1.2%
494
2.0%
12.0
294
1.2%
513
2.1%
8.0
284
1.1%
321
1.3%
29.0
265
1.1%
1,232
5.0%
30.0
259
1.0%
1,023
4.2%
SMALLEST VALUES
0.0
123
0.5%
250
1.0%
1.0
9,738
39.2%
6,244
25.5%
2.0
5,377
21.6%
4,365
17.8%
3.0
2,240
9.0%
2,023
8.3%
4.0
1,085
4.4%
1,103
4.5%
5.0
681
2.7%
708
2.9%
6.0
439
1.8%
492
2.0%
7.0
359
1.4%
378
1.5%
8.0
284
1.1%
321
1.3%
9.0
359
1.4%
385
1.6%
10.0
593
2.4%
873
3.6%
11.0
665
2.7%
1,015
4.1%
12.0
294
1.2%
513
2.1%
13.0
229
0.9%
342
1.4%
14.0
157
0.6%
288
1.2%
LARGEST VALUES
30.0
259
1.0%
1,023
4.2%
29.0
265
1.1%
1,232
5.0%
28.0
114
0.5%
162
0.7%
27.0
47
0.2%
108
0.4%
26.0
40
0.2%
95
0.4%
25.0
53
0.2%
90
0.4%
24.0
65
0.3%
113
0.5%
23.0
70
0.3%
128
0.5%
22.0
100
0.4%
159
0.6%
21.0
181
0.7%
282
1.2%
20.0
301
1.2%
494
2.0%
19.0
259
1.0%
597
2.4%
18.0
102
0.4%
160
0.7%
17.0
103
0.4%
161
0.7%
16.0
131
0.5%
171
0.7%
TAB10
MISSING:
47
(<1%)
501
(2%)
TOP CATEGORIES
0.0
24,222
97%
24,112
98%
1.0
645
3%
386
2%
ALL
24,867
100%
24,498
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TAB10
PROVIDES INFORMATION ON...
BehaviourType
1.00
TAB5
0.68
TAB1
0.37
Num_Loan_Out_G1_L3M
0.00
ALL_Max_Delq_Ever
0.00
Num_MoneySend_In_G1_L3M
0.00
Num_Accounts_CC
0.00
Num_Accounts_Veh
0.00
C_Telephones
0.00
Thin_File_Flag
0.00
Enquiry_Only_Flag
0.00

THESE FEATURES
GIVE INFORMATION
ON TAB10:
TAB5
0.84
TAB1
0.68
ALL_Max_Delq_Ever
0.05
Num_Accounts_CC
0.01
C_Telephones
0.00
Num_Accounts_Veh
0.00
Num_Loan_Out_G1_L3M
0.00
Thin_File_Flag
0.00
Enquiry_Only_Flag
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
-0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
CORRELATION RATIO WITH...
TAB8
0.46
MinBalanceL3M
0.43
TAB7
0.42
TAB9
0.41
MinBalanceAVG
0.38
MaxBalanceAVG
0.31
MaxBalanceL3M
0.22
CS3
0.12
CS1
0.10
CS2
0.10
Amt_Outflow_G1_L3M
0.09
Total_Amt_Outflow_L3M
0.09
Amt_POS_Out_G1_L3M
0.09
ALL_Avg_Months_On_Book
0.08
Total_Num_Inflow_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Inflow_G1_L3M
0.98
Num_Pmt_In_G1_L3M
0.89
Total_Num_Outflow_L3M
0.64
Num_Pmt_Out_G1_L3M
0.56
Num_Elec_In_G1_L3M
0.47
Num_App
0.45
Num_POS_Out_G1_L3M
0.40
Num_Prepaid_Out_G1_L3M
0.39
Amt_Prepaid_Out_G1_L3M
-0.36
Num_Airtime
0.31
TAB9
-0.29
Amt_Airtime
-0.28
Amt_POS_Out_G1_L3M
-0.27
TAB8
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.17
C_Telephones
0.15
Num_Accounts_Veh
0.10
Num_Accounts_CC
0.10
Enquiry_Only_Flag
0.09
Thin_File_Flag
0.08
TAB1
0.07
TAB5
0.06
TAB10
0.05
Num_MoneySend_In_G1_L3M
0.03
Num_Loan_Out_G1_L3M
0.02
BehaviourType
0.00
MOST FREQUENT VALUES
9.0
1,387
5.6%
1,399
5.7%
6.0
1,368
5.5%
2,306
9.4%
10.0
1,312
5.3%
1,211
5.0%
8.0
1,277
5.1%
1,369
5.6%
7.0
1,238
5.0%
1,612
6.6%
11.0
1,234
5.0%
1,062
4.3%
12.0
1,114
4.5%
973
4.0%
13.0
1,061
4.3%
828
3.4%
14.0
1,015
4.1%
741
3.0%
16.0
906
3.6%
661
2.7%
15.0
902
3.6%
683
2.8%
17.0
820
3.3%
580
2.4%
18.0
750
3.0%
529
2.2%
5.0
733
2.9%
1,659
6.8%
19.0
716
2.9%
420
1.7%
SMALLEST VALUES
0.0
40
0.2%
80
0.3%
1.0
42
0.2%
119
0.5%
2.0
100
0.4%
221
0.9%
3.0
508
2.0%
2,442
10.0%
4.0
600
2.4%
1,350
5.5%
5.0
733
2.9%
1,659
6.8%
6.0
1,368
5.5%
2,306
9.4%
7.0
1,238
5.0%
1,612
6.6%
8.0
1,277
5.1%
1,369
5.6%
9.0
1,387
5.6%
1,399
5.7%
10.0
1,312
5.3%
1,211
5.0%
11.0
1,234
5.0%
1,062
4.3%
12.0
1,114
4.5%
973
4.0%
13.0
1,061
4.3%
828
3.4%
14.0
1,015
4.1%
741
3.0%
LARGEST VALUES
893.0
1
<0.1%
0
0.0%
455.0
1
<0.1%
0
0.0%
302.0
1
<0.1%
0
0.0%
258.0
1
<0.1%
0
0.0%
216.0
2
<0.1%
0
0.0%
210.0
1
<0.1%
0
0.0%
207.0
1
<0.1%
0
0.0%
205.0
1
<0.1%
0
0.0%
204.0
1
<0.1%
0
0.0%
188.0
1
<0.1%
0
0.0%
187.0
1
<0.1%
0
0.0%
186.0
1
<0.1%
0
0.0%
181.0
1
<0.1%
0
0.0%
178.0
3
<0.1%
0
0.0%
176.0
1
<0.1%
0
0.0%
Total_Amt_Inflow_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MaxBalanceL3M
0.80
MaxBalanceAVG
0.63
Total_Amt_Outflow_L3M
-0.60
Amt_Outflow_G1_L3M
-0.58
Amt_Pmt_Out_G1_L3M
-0.52
Amt_App
-0.49
Amt_POS_Out_G1_L3M
-0.37
Amt_CW_ATM_Out_G1_L3M
-0.28
Total_Num_Outflow_L3M
0.26
Amt_RTC_Out_G1_L3M
-0.24
Num_POS_Out_G1_L3M
0.24
MinBalanceAVG
0.22
Amt_Prepaid_Out_G1_L3M
-0.20
Num_Pmt_Out_G1_L3M
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.15
C_Telephones
0.12
ALL_Max_Delq_Ever
0.10
Num_Accounts_Veh
0.08
TAB1
0.06
Thin_File_Flag
0.06
TAB10
0.06
TAB5
0.05
Enquiry_Only_Flag
0.04
Num_Loan_Out_G1_L3M
0.03
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.06
51
0.2%
190
0.8%
0.0
40
0.2%
80
0.3%
0.03
34
0.1%
129
0.5%
0.01
27
0.1%
81
0.3%
0.09
27
0.1%
196
0.8%
0.12
21
<0.1%
105
0.4%
0.07
16
<0.1%
25
0.1%
0.14
15
<0.1%
68
0.3%
0.05
13
<0.1%
34
0.1%
0.15
13
<0.1%
75
0.3%
0.17
12
<0.1%
64
0.3%
0.08
10
<0.1%
73
0.3%
0.02
10
<0.1%
18
<0.1%
0.23
8
<0.1%
43
0.2%
0.13
8
<0.1%
40
0.2%
SMALLEST VALUES
0.0
40
0.2%
80
0.3%
0.01
27
0.1%
81
0.3%
0.02
10
<0.1%
18
<0.1%
0.03
34
0.1%
129
0.5%
0.04
5
<0.1%
31
0.1%
0.05
13
<0.1%
34
0.1%
0.06
51
0.2%
190
0.8%
0.07
16
<0.1%
25
0.1%
0.08
10
<0.1%
73
0.3%
0.09
27
0.1%
196
0.8%
0.1
5
<0.1%
32
0.1%
0.11
5
<0.1%
77
0.3%
0.12
21
<0.1%
105
0.4%
0.13
8
<0.1%
40
0.2%
0.14
15
<0.1%
68
0.3%
LARGEST VALUES
4824564.09
1
<0.1%
0
0.0%
4031083.09
1
<0.1%
0
0.0%
3136026.04
1
<0.1%
0
0.0%
2799803.64
1
<0.1%
0
0.0%
2732824.12
1
<0.1%
0
0.0%
2571798.33
1
<0.1%
0
0.0%
2505055.26
1
<0.1%
0
0.0%
2496899.02
1
<0.1%
0
0.0%
2482610.37
1
<0.1%
0
0.0%
2391217.99
1
<0.1%
0
0.0%
2355390.0
1
<0.1%
0
0.0%
2210892.38
1
<0.1%
0
0.0%
2205873.19
1
<0.1%
0
0.0%
2142609.63
1
<0.1%
0
0.0%
2136243.59
1
<0.1%
0
0.0%
Total_Num_Outflow_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Prepaid_Out_G1_L3M
0.75
Num_POS_Out_G1_L3M
0.71
Num_Pmt_Out_G1_L3M
0.69
Amt_Prepaid_Out_G1_L3M
-0.67
Total_Num_Inflow_L3M
0.64
Num_Airtime
0.64
Num_App
0.62
Num_Inflow_G1_L3M
0.61
Amt_Airtime
-0.58
Num_Pmt_In_G1_L3M
0.51
Amt_POS_Out_G1_L3M
-0.51
Num_CW_ATM_Out_G1_L3M
0.48
Num_EDO_Out_G1_L3M
0.39
Total_Amt_Outflow_L3M
-0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.22
C_Telephones
0.20
Num_Accounts_CC
0.18
Num_Accounts_Veh
0.16
Thin_File_Flag
0.11
Enquiry_Only_Flag
0.10
TAB1
0.07
TAB5
0.05
TAB10
0.04
Num_Loan_Out_G1_L3M
0.03
Num_MoneySend_In_G1_L3M
0.02
BehaviourType
0.00
MOST FREQUENT VALUES
3.0
323
1.3%
1,963
8.0%
33.0
157
0.6%
198
0.8%
39.0
155
0.6%
173
0.7%
25.0
154
0.6%
239
1.0%
30.0
150
0.6%
215
0.9%
22.0
150
0.6%
247
1.0%
51.0
148
0.6%
144
0.6%
27.0
144
0.6%
197
0.8%
52.0
143
0.6%
152
0.6%
35.0
143
0.6%
186
0.8%
36.0
142
0.6%
208
0.9%
50.0
142
0.6%
141
0.6%
58.0
140
0.6%
122
0.5%
26.0
140
0.6%
212
0.9%
23.0
140
0.6%
241
1.0%
SMALLEST VALUES
0.0
6
<0.1%
46
0.2%
1.0
21
<0.1%
70
0.3%
2.0
41
0.2%
113
0.5%
3.0
323
1.3%
1,963
8.0%
4.0
136
0.5%
250
1.0%
5.0
92
0.4%
220
0.9%
6.0
119
0.5%
294
1.2%
7.0
91
0.4%
293
1.2%
8.0
105
0.4%
262
1.1%
9.0
100
0.4%
293
1.2%
10.0
93
0.4%
248
1.0%
11.0
121
0.5%
264
1.1%
12.0
103
0.4%
295
1.2%
13.0
123
0.5%
270
1.1%
14.0
111
0.4%
275
1.1%
LARGEST VALUES
4205.0
1
<0.1%
0
0.0%
1955.0
1
<0.1%
0
0.0%
1715.0
1
<0.1%
0
0.0%
1405.0
1
<0.1%
0
0.0%
1400.0
1
<0.1%
0
0.0%
1345.0
1
<0.1%
0
0.0%
1315.0
1
<0.1%
0
0.0%
1168.0
1
<0.1%
0
0.0%
1124.0
1
<0.1%
0
0.0%
1110.0
1
<0.1%
0
0.0%
1078.0
1
<0.1%
0
0.0%
1071.0
1
<0.1%
0
0.0%
1034.0
1
<0.1%
0
0.0%
1026.0
2
<0.1%
0
0.0%
1022.0
1
<0.1%
0
0.0%
Total_Amt_Outflow_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Outflow_G1_L3M
0.98
MaxBalanceAVG
-0.65
MaxBalanceL3M
-0.64
Amt_Pmt_Out_G1_L3M
0.61
Total_Amt_Inflow_L3M
-0.60
Amt_EDO_Out_G1_L3M
0.60
Amt_POS_Out_G1_L3M
0.53
MinBalanceAVG
-0.45
Total_Num_Outflow_L3M
-0.39
Num_POS_Out_G1_L3M
-0.37
Amt_CW_ATM_Out_G1_L3M
0.36
Amt_App
0.35
Amt_RTC_Out_G1_L3M
0.35
MinBalanceL3M
-0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.31
C_Telephones
0.15
ALL_Max_Delq_Ever
0.12
Num_Accounts_Veh
0.12
TAB10
0.09
TAB5
0.08
Thin_File_Flag
0.07
TAB1
0.07
Num_Loan_Out_G1_L3M
0.06
Enquiry_Only_Flag
0.06
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
-15.0
262
1.1%
1,752
7.2%
-15.4
49
0.2%
72
0.3%
-16.2
25
0.1%
21
<0.1%
-18.0
23
<0.1%
46
0.2%
-15.8
21
<0.1%
28
0.1%
-22.0
7
<0.1%
28
0.1%
-21.0
7
<0.1%
17
<0.1%
-27.5
6
<0.1%
10
<0.1%
-3.0
6
<0.1%
15
<0.1%
0.0
6
<0.1%
46
0.2%
-18.4
5
<0.1%
1
<0.1%
-18.8
5
<0.1%
2
<0.1%
-12.0
4
<0.1%
5
<0.1%
-13.0
4
<0.1%
2
<0.1%
-16.6
4
<0.1%
12
<0.1%
SMALLEST VALUES
-6507444.76
1
<0.1%
0
0.0%
-3352950.64
1
<0.1%
0
0.0%
-1989753.75
1
<0.1%
0
0.0%
-1907943.06
1
<0.1%
0
0.0%
-1746495.47
1
<0.1%
0
0.0%
-1728136.64
1
<0.1%
0
0.0%
-1688462.32
1
<0.1%
0
0.0%
-1655056.85
1
<0.1%
0
0.0%
-1568755.46
1
<0.1%
0
0.0%
-1501250.64
1
<0.1%
0
0.0%
-1418793.63
1
<0.1%
0
0.0%
-1385542.33
1
<0.1%
0
0.0%
-1359697.4
1
<0.1%
0
0.0%
-1236642.59
1
<0.1%
0
0.0%
-1121611.79
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
6
<0.1%
46
0.2%
-0.02
1
<0.1%
0
0.0%
-0.11
1
<0.1%
0
0.0%
-0.7
1
<0.1%
0
0.0%
-1.14
1
<0.1%
0
0.0%
-1.25
1
<0.1%
0
0.0%
-2.09
1
<0.1%
0
0.0%
-2.14
1
<0.1%
0
0.0%
-2.53
1
<0.1%
0
0.0%
-2.9
1
<0.1%
0
0.0%
-3.0
6
<0.1%
15
<0.1%
-3.03
1
<0.1%
0
0.0%
-3.25
1
<0.1%
0
0.0%
-3.4
1
<0.1%
1
<0.1%
-3.53
1
<0.1%
0
0.0%
Num_Inflow_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Num_Inflow_L3M
0.98
Num_Pmt_In_G1_L3M
0.90
Total_Num_Outflow_L3M
0.61
Num_Pmt_Out_G1_L3M
0.56
Num_Elec_In_G1_L3M
0.47
Num_App
0.43
Num_Prepaid_Out_G1_L3M
0.38
Num_POS_Out_G1_L3M
0.38
Amt_Prepaid_Out_G1_L3M
-0.35
Num_Airtime
0.30
TAB9
-0.28
Amt_Airtime
-0.27
Num_CW_ATM_Out_G1_L3M
0.26
Amt_POS_Out_G1_L3M
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.15
C_Telephones
0.13
Num_Accounts_Veh
0.09
Enquiry_Only_Flag
0.08
Num_Accounts_CC
0.07
Thin_File_Flag
0.07
TAB1
0.06
TAB5
0.05
TAB10
0.04
Num_MoneySend_In_G1_L3M
0.03
Num_Loan_Out_G1_L3M
0.02
BehaviourType
0.00
MOST FREQUENT VALUES
6.0
1,656
6.7%
2,428
9.9%
8.0
1,496
6.0%
1,462
6.0%
9.0
1,495
6.0%
1,355
5.5%
7.0
1,486
6.0%
1,749
7.2%
10.0
1,419
5.7%
1,241
5.1%
11.0
1,293
5.2%
1,072
4.4%
12.0
1,128
4.5%
931
3.8%
13.0
1,033
4.2%
816
3.3%
14.0
953
3.8%
695
2.8%
15.0
928
3.7%
695
2.8%
16.0
914
3.7%
601
2.5%
5.0
847
3.4%
1,797
7.3%
17.0
842
3.4%
551
2.3%
4.0
716
2.9%
1,471
6.0%
19.0
702
2.8%
384
1.6%
SMALLEST VALUES
0.0
46
0.2%
139
0.6%
1.0
51
0.2%
142
0.6%
2.0
118
0.5%
244
1.0%
3.0
585
2.4%
2,664
10.9%
4.0
716
2.9%
1,471
6.0%
5.0
847
3.4%
1,797
7.3%
6.0
1,656
6.7%
2,428
9.9%
7.0
1,486
6.0%
1,749
7.2%
8.0
1,496
6.0%
1,462
6.0%
9.0
1,495
6.0%
1,355
5.5%
10.0
1,419
5.7%
1,241
5.1%
11.0
1,293
5.2%
1,072
4.4%
12.0
1,128
4.5%
931
3.8%
13.0
1,033
4.2%
816
3.3%
14.0
953
3.8%
695
2.8%
LARGEST VALUES
864.0
1
<0.1%
0
0.0%
455.0
1
<0.1%
0
0.0%
302.0
1
<0.1%
0
0.0%
248.0
1
<0.1%
0
0.0%
209.0
1
<0.1%
0
0.0%
207.0
1
<0.1%
0
0.0%
206.0
1
<0.1%
1
<0.1%
205.0
1
<0.1%
0
0.0%
198.0
1
<0.1%
0
0.0%
182.0
1
<0.1%
0
0.0%
181.0
1
<0.1%
0
0.0%
180.0
1
<0.1%
0
0.0%
175.0
1
<0.1%
1
<0.1%
173.0
1
<0.1%
0
0.0%
172.0
2
<0.1%
1
<0.1%
Num_MoneySend_In_G1_L3M
MISSING:
60
(<1%)
542
(2%)
TOP CATEGORIES
0.0
24,848
>99%
24,453
>99%
1.0
2
<1%
1
<1%
7.0
1
<1%
0
0%
6.0
1
<1%
0
0%
3.0
1
<1%
0
0%
9.0
1
<1%
0
0%
20.0
0
0%
1
<1%
18.0
0
0%
1
<1%
2.0
0
0%
1
<1%
ALL
24,854
100%
24,457
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Num_MoneySend_In_G1_L3M
PROVIDES INFORMATION ON...
BehaviourType
1.00
ALL_Max_Delq_Ever
0.00
Enquiry_Only_Flag
0.00
Num_Accounts_CC
0.00
C_Telephones
0.00
Thin_File_Flag
0.00
TAB1
0.00
TAB5
0.00
TAB10
0.00
Num_Accounts_Veh
0.00
Num_Loan_Out_G1_L3M
0.00

THESE FEATURES
GIVE INFORMATION
ON Num_MoneySend_In_G1_L3M:
ALL_Max_Delq_Ever
0.23
C_Telephones
0.10
Enquiry_Only_Flag
0.04
Num_Accounts_CC
0.03
Thin_File_Flag
0.02
TAB1
0.01
TAB5
0.00
Num_Accounts_Veh
0.00
TAB10
0.00
Num_Loan_Out_G1_L3M
0.00
BehaviourType
-0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_MoneySend_In_G1_L3M
CORRELATION RATIO WITH...
ALL_Val_OD_Bal_1_Year
0.11
Num_CNP_Out_G1_L3M
0.07
Num_RTC_Out_G1_L3M
0.04
Amt_RTC_Out_G1_L3M
0.03
Num_App
0.03
Num_Pmt_In_G1_L3M
0.03
Num_Inflow_G1_L3M
0.03
Total_Num_Inflow_L3M
0.03
Amt_Prepaid_Out_G1_L3M
0.02
Total_Num_Outflow_L3M
0.02
Num_CW_ATM_Out_G1_L3M
0.02
InsufFunds
0.02
ALL_Avg_Months_On_Book
0.02
Num_Pmt_Out_G1_L3M
0.02
Num_Elec_In_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Inflow_G1_L3M
0.47
Total_Num_Inflow_L3M
0.47
Total_Num_Outflow_L3M
0.38
Num_CW_ATM_Out_G1_L3M
0.32
Num_POS_Out_G1_L3M
0.28
Num_Pmt_Out_G1_L3M
0.27
TAB9
-0.24
TAB8
-0.21
Num_EDO_Out_G1_L3M
0.21
CS3
0.20
Amt_Prepaid_Out_G1_L3M
-0.20
Num_Prepaid_Out_G1_L3M
0.20
Num_App
0.19
Num_Pmt_In_G1_L3M
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.12
C_Telephones
0.12
Num_Accounts_CC
0.06
Num_Accounts_Veh
0.06
Thin_File_Flag
0.05
Enquiry_Only_Flag
0.05
TAB1
0.03
TAB5
0.03
TAB10
0.03
Num_Loan_Out_G1_L3M
0.02
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
3.0
5,274
21.2%
4,013
16.4%
0.0
5,164
20.8%
10,019
41.0%
4.0
2,589
10.4%
1,432
5.9%
1.0
2,349
9.5%
1,922
7.9%
2.0
2,300
9.3%
2,930
12.0%
5.0
1,543
6.2%
946
3.9%
6.0
1,513
6.1%
955
3.9%
7.0
877
3.5%
422
1.7%
13.0
588
2.4%
194
0.8%
8.0
527
2.1%
317
1.3%
12.0
414
1.7%
309
1.3%
9.0
364
1.5%
221
0.9%
10.0
319
1.3%
199
0.8%
11.0
257
1.0%
187
0.8%
14.0
247
1.0%
91
0.4%
SMALLEST VALUES
0.0
5,164
20.8%
10,019
41.0%
1.0
2,349
9.5%
1,922
7.9%
2.0
2,300
9.3%
2,930
12.0%
3.0
5,274
21.2%
4,013
16.4%
4.0
2,589
10.4%
1,432
5.9%
5.0
1,543
6.2%
946
3.9%
6.0
1,513
6.1%
955
3.9%
7.0
877
3.5%
422
1.7%
8.0
527
2.1%
317
1.3%
9.0
364
1.5%
221
0.9%
10.0
319
1.3%
199
0.8%
11.0
257
1.0%
187
0.8%
12.0
414
1.7%
309
1.3%
13.0
588
2.4%
194
0.8%
14.0
247
1.0%
91
0.4%
LARGEST VALUES
280.0
1
<0.1%
0
0.0%
126.0
1
<0.1%
0
0.0%
107.0
1
<0.1%
0
0.0%
101.0
1
<0.1%
0
0.0%
100.0
1
<0.1%
0
0.0%
74.0
1
<0.1%
0
0.0%
72.0
1
<0.1%
0
0.0%
65.0
1
<0.1%
1
<0.1%
64.0
1
<0.1%
0
0.0%
60.0
1
<0.1%
0
0.0%
58.0
2
<0.1%
0
0.0%
49.0
1
<0.1%
1
<0.1%
46.0
2
<0.1%
1
<0.1%
44.0
3
<0.1%
2
<0.1%
43.0
1
<0.1%
0
0.0%
Num_Pmt_In_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Inflow_G1_L3M
0.90
Total_Num_Inflow_L3M
0.89
Total_Num_Outflow_L3M
0.51
Num_Pmt_Out_G1_L3M
0.49
Num_App
0.39
Num_Prepaid_Out_G1_L3M
0.34
Num_POS_Out_G1_L3M
0.31
Amt_Prepaid_Out_G1_L3M
-0.29
Num_Airtime
0.28
Amt_Airtime
-0.24
TAB9
-0.22
TAB8
-0.21
Amt_POS_Out_G1_L3M
-0.20
Num_Elec_In_G1_L3M
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.13
C_Telephones
0.10
Enquiry_Only_Flag
0.07
Num_Accounts_Veh
0.07
TAB1
0.06
Thin_File_Flag
0.05
TAB5
0.05
Num_Accounts_CC
0.05
TAB10
0.04
Num_MoneySend_In_G1_L3M
0.03
Num_Loan_Out_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
4,916
19.8%
8,339
34.1%
1.0
2,705
10.9%
2,930
12.0%
2.0
2,212
8.9%
2,130
8.7%
3.0
1,942
7.8%
1,704
7.0%
4.0
1,597
6.4%
1,423
5.8%
5.0
1,407
5.7%
1,218
5.0%
6.0
1,192
4.8%
1,006
4.1%
7.0
1,009
4.1%
810
3.3%
8.0
924
3.7%
705
2.9%
9.0
754
3.0%
551
2.3%
10.0
736
3.0%
464
1.9%
12.0
569
2.3%
337
1.4%
11.0
559
2.2%
393
1.6%
13.0
483
1.9%
284
1.2%
14.0
404
1.6%
245
1.0%
SMALLEST VALUES
0.0
4,916
19.8%
8,339
34.1%
1.0
2,705
10.9%
2,930
12.0%
2.0
2,212
8.9%
2,130
8.7%
3.0
1,942
7.8%
1,704
7.0%
4.0
1,597
6.4%
1,423
5.8%
5.0
1,407
5.7%
1,218
5.0%
6.0
1,192
4.8%
1,006
4.1%
7.0
1,009
4.1%
810
3.3%
8.0
924
3.7%
705
2.9%
9.0
754
3.0%
551
2.3%
10.0
736
3.0%
464
1.9%
11.0
559
2.2%
393
1.6%
12.0
569
2.3%
337
1.4%
13.0
483
1.9%
284
1.2%
14.0
404
1.6%
245
1.0%
LARGEST VALUES
506.0
1
<0.1%
0
0.0%
198.0
1
<0.1%
0
0.0%
188.0
1
<0.1%
0
0.0%
184.0
1
<0.1%
0
0.0%
179.0
1
<0.1%
0
0.0%
169.0
1
<0.1%
0
0.0%
164.0
1
<0.1%
0
0.0%
163.0
1
<0.1%
0
0.0%
156.0
1
<0.1%
1
<0.1%
155.0
1
<0.1%
0
0.0%
154.0
2
<0.1%
0
0.0%
151.0
1
<0.1%
1
<0.1%
146.0
1
<0.1%
1
<0.1%
143.0
1
<0.1%
0
0.0%
141.0
1
<0.1%
0
0.0%
Num_CW_ATM_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_CW_ATM_Out_G1_L3M
-0.61
CS3
0.55
Total_Num_Outflow_L3M
0.48
CS2
0.40
CS1
0.39
Num_POS_Out_G1_L3M
0.34
Num_Elec_In_G1_L3M
0.32
TAB9
-0.31
TAB8
-0.29
Amt_POS_Out_G1_L3M
-0.27
TAB7
-0.26
Num_Inflow_G1_L3M
0.26
Total_Num_Inflow_L3M
0.25
Num_Prepaid_Out_G1_L3M
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.14
C_Telephones
0.10
TAB1
0.08
TAB5
0.06
Thin_File_Flag
0.06
TAB10
0.05
Num_Accounts_CC
0.04
Num_MoneySend_In_G1_L3M
0.02
Num_Loan_Out_G1_L3M
0.02
Num_Accounts_Veh
0.01
Enquiry_Only_Flag
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
2,308
9.3%
5,259
21.5%
2.0
1,655
6.7%
2,233
9.1%
3.0
1,650
6.6%
2,020
8.3%
1.0
1,650
6.6%
2,392
9.8%
4.0
1,637
6.6%
1,715
7.0%
5.0
1,556
6.3%
1,435
5.9%
6.0
1,437
5.8%
1,271
5.2%
7.0
1,319
5.3%
1,098
4.5%
8.0
1,200
4.8%
941
3.8%
9.0
1,136
4.6%
741
3.0%
10.0
1,019
4.1%
673
2.8%
11.0
931
3.7%
541
2.2%
12.0
793
3.2%
526
2.2%
13.0
692
2.8%
436
1.8%
14.0
644
2.6%
439
1.8%
SMALLEST VALUES
0.0
2,308
9.3%
5,259
21.5%
1.0
1,650
6.6%
2,392
9.8%
2.0
1,655
6.7%
2,233
9.1%
3.0
1,650
6.6%
2,020
8.3%
4.0
1,637
6.6%
1,715
7.0%
5.0
1,556
6.3%
1,435
5.9%
6.0
1,437
5.8%
1,271
5.2%
7.0
1,319
5.3%
1,098
4.5%
8.0
1,200
4.8%
941
3.8%
9.0
1,136
4.6%
741
3.0%
10.0
1,019
4.1%
673
2.8%
11.0
931
3.7%
541
2.2%
12.0
793
3.2%
526
2.2%
13.0
692
2.8%
436
1.8%
14.0
644
2.6%
439
1.8%
LARGEST VALUES
175.0
1
<0.1%
0
0.0%
121.0
1
<0.1%
0
0.0%
96.0
2
<0.1%
1
<0.1%
90.0
3
<0.1%
0
0.0%
89.0
1
<0.1%
0
0.0%
87.0
1
<0.1%
0
0.0%
86.0
1
<0.1%
1
<0.1%
85.0
1
<0.1%
1
<0.1%
84.0
1
<0.1%
0
0.0%
83.0
1
<0.1%
0
0.0%
81.0
1
<0.1%
1
<0.1%
80.0
1
<0.1%
0
0.0%
79.0
1
<0.1%
0
0.0%
78.0
2
<0.1%
2
<0.1%
77.0
3
<0.1%
0
0.0%
Num_EDO_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Accounts_All
0.45
ALL_Num_Ever_Trades
0.40
Total_Num_Outflow_L3M
0.39
ALL_Perc_Payments_2Years
0.38
ALL_Num_Open_Trades
0.37
ALL_Num_Open_Satisf_Trades
0.36
Amt_EDO_Out_G1_L3M
-0.29
ALL_Num_Trades_180_Days
0.28
Num_POS_Out_G1_L3M
0.28
Amt_POS_Out_G1_L3M
-0.27
Num_Outflow_CC_L3M
0.27
Amt_Prepaid_Out_G1_L3M
-0.27
Score_MI
0.25
Total_Amt_Outflow_L3M
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.32
Num_Accounts_CC
0.31
Num_Accounts_Veh
0.26
ALL_Max_Delq_Ever
0.26
Enquiry_Only_Flag
0.15
Thin_File_Flag
0.15
Num_Loan_Out_G1_L3M
0.05
TAB1
0.01
TAB5
0.01
Num_MoneySend_In_G1_L3M
0.01
TAB10
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
16,504
66.4%
18,068
73.9%
3.0
1,905
7.7%
1,363
5.6%
1.0
1,162
4.7%
797
3.3%
2.0
1,086
4.4%
821
3.4%
6.0
698
2.8%
564
2.3%
4.0
575
2.3%
327
1.3%
5.0
368
1.5%
320
1.3%
9.0
317
1.3%
283
1.2%
7.0
274
1.1%
163
0.7%
8.0
254
1.0%
208
0.9%
12.0
231
0.9%
196
0.8%
10.0
179
0.7%
163
0.7%
11.0
166
0.7%
118
0.5%
13.0
137
0.6%
94
0.4%
14.0
111
0.4%
97
0.4%
SMALLEST VALUES
0.0
16,504
66.4%
18,068
73.9%
1.0
1,162
4.7%
797
3.3%
2.0
1,086
4.4%
821
3.4%
3.0
1,905
7.7%
1,363
5.6%
4.0
575
2.3%
327
1.3%
5.0
368
1.5%
320
1.3%
6.0
698
2.8%
564
2.3%
7.0
274
1.1%
163
0.7%
8.0
254
1.0%
208
0.9%
9.0
317
1.3%
283
1.2%
10.0
179
0.7%
163
0.7%
11.0
166
0.7%
118
0.5%
12.0
231
0.9%
196
0.8%
13.0
137
0.6%
94
0.4%
14.0
111
0.4%
97
0.4%
LARGEST VALUES
116.0
1
<0.1%
0
0.0%
93.0
1
<0.1%
0
0.0%
85.0
1
<0.1%
0
0.0%
80.0
1
<0.1%
0
0.0%
73.0
1
<0.1%
0
0.0%
72.0
1
<0.1%
0
0.0%
70.0
1
<0.1%
0
0.0%
68.0
2
<0.1%
1
<0.1%
67.0
1
<0.1%
0
0.0%
66.0
1
<0.1%
0
0.0%
61.0
1
<0.1%
0
0.0%
60.0
1
<0.1%
2
<0.1%
59.0
1
<0.1%
1
<0.1%
58.0
1
<0.1%
2
<0.1%
57.0
1
<0.1%
0
0.0%
Num_POS_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Num_Outflow_L3M
0.71
Amt_POS_Out_G1_L3M
-0.68
Amt_Prepaid_Out_G1_L3M
-0.46
Num_Prepaid_Out_G1_L3M
0.43
Total_Num_Inflow_L3M
0.40
Num_Inflow_G1_L3M
0.38
Num_App
0.37
Total_Amt_Outflow_L3M
-0.37
Amt_Airtime
-0.36
Amt_Outflow_G1_L3M
-0.36
Num_Airtime
0.34
Num_CW_ATM_Out_G1_L3M
0.34
Num_Pmt_Out_G1_L3M
0.32
Num_Pmt_In_G1_L3M
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_Veh
0.16
ALL_Max_Delq_Ever
0.16
Num_Accounts_CC
0.16
C_Telephones
0.15
Thin_File_Flag
0.08
Enquiry_Only_Flag
0.07
Num_Loan_Out_G1_L3M
0.03
Num_MoneySend_In_G1_L3M
0.02
TAB10
0.01
TAB1
0.00
TAB5
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
2,525
10.2%
6,083
24.9%
1.0
1,155
4.6%
1,939
7.9%
2.0
1,063
4.3%
1,533
6.3%
4.0
965
3.9%
1,130
4.6%
3.0
955
3.8%
1,291
5.3%
5.0
876
3.5%
914
3.7%
6.0
845
3.4%
805
3.3%
7.0
755
3.0%
735
3.0%
8.0
755
3.0%
644
2.6%
9.0
693
2.8%
583
2.4%
10.0
652
2.6%
532
2.2%
12.0
629
2.5%
421
1.7%
11.0
627
2.5%
454
1.9%
13.0
543
2.2%
401
1.6%
14.0
541
2.2%
411
1.7%
SMALLEST VALUES
0.0
2,525
10.2%
6,083
24.9%
1.0
1,155
4.6%
1,939
7.9%
2.0
1,063
4.3%
1,533
6.3%
3.0
955
3.8%
1,291
5.3%
4.0
965
3.9%
1,130
4.6%
5.0
876
3.5%
914
3.7%
6.0
845
3.4%
805
3.3%
7.0
755
3.0%
735
3.0%
8.0
755
3.0%
644
2.6%
9.0
693
2.8%
583
2.4%
10.0
652
2.6%
532
2.2%
11.0
627
2.5%
454
1.9%
12.0
629
2.5%
421
1.7%
13.0
543
2.2%
401
1.6%
14.0
541
2.2%
411
1.7%
LARGEST VALUES
492.0
1
<0.1%
0
0.0%
448.0
1
<0.1%
0
0.0%
408.0
1
<0.1%
0
0.0%
368.0
1
<0.1%
0
0.0%
360.0
1
<0.1%
0
0.0%
351.0
1
<0.1%
0
0.0%
333.0
1
<0.1%
0
0.0%
331.0
1
<0.1%
0
0.0%
312.0
1
<0.1%
0
0.0%
297.0
1
<0.1%
0
0.0%
290.0
2
<0.1%
0
0.0%
266.0
1
<0.1%
0
0.0%
264.0
1
<0.1%
1
<0.1%
260.0
1
<0.1%
0
0.0%
255.0
1
<0.1%
0
0.0%
Num_Loan_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
TOP CATEGORIES
0.0
24,814
>99%
24,421
>99%
2.0
18
<1%
20
<1%
1.0
15
<1%
4
<1%
9.0
2
<1%
4
<1%
5.0
2
<1%
5
<1%
11.0
1
<1%
0
0%
3.0
1
<1%
1
<1%
4.0
1
<1%
2
<1%
ALL
24,854
100%
24,457
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Num_Loan_Out_G1_L3M
PROVIDES INFORMATION ON...
BehaviourType
1.00
Num_Accounts_CC
0.00
ALL_Max_Delq_Ever
0.00
C_Telephones
0.00
Enquiry_Only_Flag
0.00
Thin_File_Flag
0.00
TAB5
0.00
TAB10
0.00
TAB1
0.00
Num_Accounts_Veh
0.00
Num_MoneySend_In_G1_L3M
0.00

THESE FEATURES
GIVE INFORMATION
ON Num_Loan_Out_G1_L3M:
ALL_Max_Delq_Ever
0.15
C_Telephones
0.08
Num_Accounts_CC
0.06
Enquiry_Only_Flag
0.02
Thin_File_Flag
0.02
TAB1
0.00
TAB5
0.00
TAB10
0.00
Num_Accounts_Veh
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
-0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Loan_Out_G1_L3M
CORRELATION RATIO WITH...
Amt_Loan_Out_G1_L3M
0.79
Num_SO_Out_G1_L3M
0.14
Num_Accounts_All
0.07
Amt_Elec
0.06
Amt_Outflow_G1_L3M
0.06
Total_Amt_Outflow_L3M
0.06
Num_Elec
0.06
Num_Outflow_CC_L3M
0.06
ALL_Perc_Payments_2Years
0.05
ALL_Num_Open_Satisf_Trades
0.05
Num_EDO_Out_G1_L3M
0.05
ALL_Num_Ever_Trades
0.05
ALL_Num_Open_Trades
0.05
Amt_Prepaid_Out_G1_L3M
0.04
Num_SO_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_SO_Out_G1_L3M
-0.62
Num_EDO_Out_G1_L3M
0.17
Num_Accounts_All
0.09
ALL_Perc_Payments_2Years
0.09
Total_Num_Outflow_L3M
0.09
ALL_Num_Open_Trades
0.08
ALL_Num_Open_Satisf_Trades
0.08
ALL_Avg_Months_On_Book
0.08
ALL_Num_Ever_Trades
0.08
Num_Elec_In_G1_L3M
0.07
Num_POS_Out_G1_L3M
0.07
Amt_Prepaid_Out_G1_L3M
-0.06
Total_Amt_Outflow_L3M
-0.06
Amt_Elec
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Loan_Out_G1_L3M
0.14
Num_Accounts_CC
0.11
C_Telephones
0.09
ALL_Max_Delq_Ever
0.06
Num_Accounts_Veh
0.04
Enquiry_Only_Flag
0.03
Thin_File_Flag
0.03
TAB10
0.02
TAB1
0.01
TAB5
0.01
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
24,413
98.2%
24,157
98.8%
3.0
147
0.6%
114
0.5%
1.0
94
0.4%
73
0.3%
2.0
67
0.3%
57
0.2%
4.0
40
0.2%
7
<0.1%
6.0
39
0.2%
14
<0.1%
5.0
14
<0.1%
9
<0.1%
8.0
7
<0.1%
2
<0.1%
9.0
7
<0.1%
5
<0.1%
11.0
5
<0.1%
0
0.0%
13.0
4
<0.1%
3
<0.1%
10.0
4
<0.1%
3
<0.1%
12.0
3
<0.1%
4
<0.1%
7.0
2
<0.1%
4
<0.1%
24.0
2
<0.1%
0
0.0%
SMALLEST VALUES
0.0
24,413
98.2%
24,157
98.8%
1.0
94
0.4%
73
0.3%
2.0
67
0.3%
57
0.2%
3.0
147
0.6%
114
0.5%
4.0
40
0.2%
7
<0.1%
5.0
14
<0.1%
9
<0.1%
6.0
39
0.2%
14
<0.1%
7.0
2
<0.1%
4
<0.1%
8.0
7
<0.1%
2
<0.1%
9.0
7
<0.1%
5
<0.1%
10.0
4
<0.1%
3
<0.1%
11.0
5
<0.1%
0
0.0%
12.0
3
<0.1%
4
<0.1%
13.0
4
<0.1%
3
<0.1%
15.0
2
<0.1%
0
0.0%
LARGEST VALUES
43.0
1
<0.1%
0
0.0%
26.0
1
<0.1%
1
<0.1%
24.0
2
<0.1%
0
0.0%
18.0
1
<0.1%
1
<0.1%
16.0
1
<0.1%
0
0.0%
15.0
2
<0.1%
0
0.0%
13.0
4
<0.1%
3
<0.1%
12.0
3
<0.1%
4
<0.1%
11.0
5
<0.1%
0
0.0%
10.0
4
<0.1%
3
<0.1%
9.0
7
<0.1%
5
<0.1%
8.0
7
<0.1%
2
<0.1%
7.0
2
<0.1%
4
<0.1%
6.0
39
0.2%
14
<0.1%
5.0
14
<0.1%
9
<0.1%
Num_Prepaid_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Airtime
0.88
Amt_Prepaid_Out_G1_L3M
-0.77
Total_Num_Outflow_L3M
0.75
Amt_Airtime
-0.70
Num_App
0.48
Num_POS_Out_G1_L3M
0.43
Total_Num_Inflow_L3M
0.39
Num_Pmt_Out_G1_L3M
0.39
Num_Inflow_G1_L3M
0.38
Num_Pmt_In_G1_L3M
0.34
Num_Elec
0.32
Amt_POS_Out_G1_L3M
-0.29
Num_CW_ATM_Out_G1_L3M
0.25
TAB9
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.15
C_Telephones
0.11
Num_Accounts_Veh
0.08
TAB1
0.07
Num_Accounts_CC
0.07
Enquiry_Only_Flag
0.07
Thin_File_Flag
0.07
TAB5
0.06
TAB10
0.05
Num_Loan_Out_G1_L3M
0.01
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
8,059
32.4%
12,460
50.9%
1.0
878
3.5%
931
3.8%
2.0
770
3.1%
821
3.4%
5.0
655
2.6%
589
2.4%
3.0
650
2.6%
659
2.7%
4.0
632
2.5%
597
2.4%
6.0
627
2.5%
514
2.1%
7.0
600
2.4%
509
2.1%
8.0
587
2.4%
454
1.9%
9.0
579
2.3%
438
1.8%
10.0
578
2.3%
413
1.7%
11.0
559
2.2%
367
1.5%
13.0
520
2.1%
328
1.3%
14.0
517
2.1%
315
1.3%
12.0
505
2.0%
348
1.4%
SMALLEST VALUES
0.0
8,059
32.4%
12,460
50.9%
1.0
878
3.5%
931
3.8%
2.0
770
3.1%
821
3.4%
3.0
650
2.6%
659
2.7%
4.0
632
2.5%
597
2.4%
5.0
655
2.6%
589
2.4%
6.0
627
2.5%
514
2.1%
7.0
600
2.4%
509
2.1%
8.0
587
2.4%
454
1.9%
9.0
579
2.3%
438
1.8%
10.0
578
2.3%
413
1.7%
11.0
559
2.2%
367
1.5%
12.0
505
2.0%
348
1.4%
13.0
520
2.1%
328
1.3%
14.0
517
2.1%
315
1.3%
LARGEST VALUES
284.0
1
<0.1%
0
0.0%
257.0
1
<0.1%
0
0.0%
251.0
1
<0.1%
0
0.0%
244.0
1
<0.1%
1
<0.1%
235.0
1
<0.1%
0
0.0%
225.0
1
<0.1%
0
0.0%
213.0
1
<0.1%
0
0.0%
209.0
1
<0.1%
0
0.0%
201.0
1
<0.1%
0
0.0%
200.0
1
<0.1%
0
0.0%
198.0
1
<0.1%
1
<0.1%
196.0
1
<0.1%
0
0.0%
191.0
1
<0.1%
0
0.0%
183.0
1
<0.1%
1
<0.1%
180.0
1
<0.1%
3
<0.1%
Num_RTC_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_App
0.46
Num_Pmt_Out_G1_L3M
0.43
Amt_RTC_Out_G1_L3M
-0.39
Total_Num_Outflow_L3M
0.32
Amt_Pmt_Out_G1_L3M
-0.22
Num_Inflow_G1_L3M
0.21
Total_Num_Inflow_L3M
0.21
Total_Amt_Outflow_L3M
-0.21
Amt_Outflow_G1_L3M
-0.20
Num_Pmt_In_G1_L3M
0.16
Amt_Prepaid_Out_G1_L3M
-0.14
Total_Amt_Inflow_L3M
0.14
Num_POS_Out_G1_L3M
0.12
Amt_POS_Out_G1_L3M
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_Veh
0.07
Num_Accounts_CC
0.06
C_Telephones
0.05
ALL_Max_Delq_Ever
0.04
Num_MoneySend_In_G1_L3M
0.04
Thin_File_Flag
0.02
Enquiry_Only_Flag
0.01
Num_Loan_Out_G1_L3M
0.01
TAB1
0.00
TAB10
0.00
TAB5
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
22,318
89.8%
22,526
92.1%
1.0
1,035
4.2%
668
2.7%
2.0
438
1.8%
380
1.6%
3.0
280
1.1%
218
0.9%
4.0
197
0.8%
131
0.5%
5.0
118
0.5%
96
0.4%
6.0
110
0.4%
77
0.3%
7.0
58
0.2%
49
0.2%
8.0
46
0.2%
40
0.2%
9.0
36
0.1%
33
0.1%
10.0
30
0.1%
27
0.1%
12.0
22
<0.1%
25
0.1%
11.0
21
<0.1%
21
<0.1%
14.0
19
<0.1%
10
<0.1%
17.0
12
<0.1%
13
<0.1%
SMALLEST VALUES
0.0
22,318
89.8%
22,526
92.1%
1.0
1,035
4.2%
668
2.7%
2.0
438
1.8%
380
1.6%
3.0
280
1.1%
218
0.9%
4.0
197
0.8%
131
0.5%
5.0
118
0.5%
96
0.4%
6.0
110
0.4%
77
0.3%
7.0
58
0.2%
49
0.2%
8.0
46
0.2%
40
0.2%
9.0
36
0.1%
33
0.1%
10.0
30
0.1%
27
0.1%
11.0
21
<0.1%
21
<0.1%
12.0
22
<0.1%
25
0.1%
13.0
10
<0.1%
21
<0.1%
14.0
19
<0.1%
10
<0.1%
LARGEST VALUES
384.0
1
<0.1%
0
0.0%
297.0
1
<0.1%
0
0.0%
127.0
1
<0.1%
0
0.0%
120.0
1
<0.1%
0
0.0%
106.0
1
<0.1%
0
0.0%
64.0
1
<0.1%
0
0.0%
61.0
1
<0.1%
0
0.0%
60.0
1
<0.1%
0
0.0%
57.0
1
<0.1%
1
<0.1%
49.0
1
<0.1%
0
0.0%
47.0
3
<0.1%
2
<0.1%
46.0
3
<0.1%
2
<0.1%
41.0
2
<0.1%
0
0.0%
40.0
1
<0.1%
0
0.0%
38.0
2
<0.1%
3
<0.1%
Num_CNP_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_CNP_Out_G1_L3M
-0.45
Total_Num_Outflow_L3M
0.27
Num_POS_Out_G1_L3M
0.23
Num_App
0.21
Total_Num_Inflow_L3M
0.18
Num_Inflow_G1_L3M
0.17
Num_Pmt_Out_G1_L3M
0.15
Amt_Prepaid_Out_G1_L3M
-0.15
Num_Pmt_In_G1_L3M
0.13
Amt_POS_Out_G1_L3M
-0.13
Amt_Airtime
-0.12
Num_Prepaid_Out_G1_L3M
0.11
InsufFunds
0.11
Num_RTC_Out_G1_L3M
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_MoneySend_In_G1_L3M
0.07
ALL_Max_Delq_Ever
0.04
Num_Accounts_Veh
0.04
Num_Accounts_CC
0.04
C_Telephones
0.03
Num_Loan_Out_G1_L3M
0.02
TAB1
0.01
TAB5
0.01
TAB10
0.01
Enquiry_Only_Flag
0.01
Thin_File_Flag
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
20,795
83.7%
22,020
90.0%
1.0
893
3.6%
574
2.3%
2.0
500
2.0%
335
1.4%
3.0
443
1.8%
299
1.2%
4.0
301
1.2%
202
0.8%
5.0
210
0.8%
128
0.5%
6.0
182
0.7%
101
0.4%
7.0
171
0.7%
81
0.3%
8.0
123
0.5%
82
0.3%
9.0
114
0.5%
64
0.3%
13.0
82
0.3%
42
0.2%
10.0
82
0.3%
40
0.2%
11.0
80
0.3%
30
0.1%
14.0
75
0.3%
33
0.1%
12.0
52
0.2%
42
0.2%
SMALLEST VALUES
0.0
20,795
83.7%
22,020
90.0%
1.0
893
3.6%
574
2.3%
2.0
500
2.0%
335
1.4%
3.0
443
1.8%
299
1.2%
4.0
301
1.2%
202
0.8%
5.0
210
0.8%
128
0.5%
6.0
182
0.7%
101
0.4%
7.0
171
0.7%
81
0.3%
8.0
123
0.5%
82
0.3%
9.0
114
0.5%
64
0.3%
10.0
82
0.3%
40
0.2%
11.0
80
0.3%
30
0.1%
12.0
52
0.2%
42
0.2%
13.0
82
0.3%
42
0.2%
14.0
75
0.3%
33
0.1%
LARGEST VALUES
287.0
1
<0.1%
0
0.0%
201.0
1
<0.1%
0
0.0%
186.0
1
<0.1%
0
0.0%
184.0
1
<0.1%
0
0.0%
171.0
1
<0.1%
0
0.0%
166.0
1
<0.1%
1
<0.1%
152.0
1
<0.1%
0
0.0%
144.0
1
<0.1%
0
0.0%
140.0
1
<0.1%
0
0.0%
138.0
1
<0.1%
0
0.0%
126.0
1
<0.1%
0
0.0%
125.0
1
<0.1%
0
0.0%
124.0
1
<0.1%
0
0.0%
112.0
1
<0.1%
0
0.0%
111.0
1
<0.1%
0
0.0%
Num_Pmt_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Num_Outflow_L3M
0.69
Num_App
0.59
Num_Inflow_G1_L3M
0.56
Total_Num_Inflow_L3M
0.56
Num_Pmt_In_G1_L3M
0.49
Num_RTC_Out_G1_L3M
0.43
Amt_Prepaid_Out_G1_L3M
-0.39
Num_Prepaid_Out_G1_L3M
0.39
Amt_Pmt_Out_G1_L3M
-0.33
Amt_Airtime
-0.33
Num_POS_Out_G1_L3M
0.32
Num_Airtime
0.32
Total_Amt_Outflow_L3M
-0.29
Amt_Outflow_G1_L3M
-0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.13
C_Telephones
0.11
Num_Accounts_Veh
0.10
Num_Accounts_CC
0.10
Thin_File_Flag
0.07
Enquiry_Only_Flag
0.06
TAB1
0.03
TAB5
0.03
TAB10
0.03
Num_MoneySend_In_G1_L3M
0.02
Num_Loan_Out_G1_L3M
0.02
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
8,577
34.5%
13,471
55.1%
1.0
1,524
6.1%
1,581
6.5%
2.0
1,202
4.8%
1,231
5.0%
3.0
1,165
4.7%
937
3.8%
4.0
1,015
4.1%
780
3.2%
5.0
955
3.8%
686
2.8%
6.0
822
3.3%
598
2.4%
7.0
762
3.1%
471
1.9%
8.0
746
3.0%
445
1.8%
9.0
697
2.8%
435
1.8%
10.0
599
2.4%
386
1.6%
11.0
526
2.1%
316
1.3%
12.0
499
2.0%
287
1.2%
13.0
424
1.7%
235
1.0%
14.0
409
1.6%
216
0.9%
SMALLEST VALUES
0.0
8,577
34.5%
13,471
55.1%
1.0
1,524
6.1%
1,581
6.5%
2.0
1,202
4.8%
1,231
5.0%
3.0
1,165
4.7%
937
3.8%
4.0
1,015
4.1%
780
3.2%
5.0
955
3.8%
686
2.8%
6.0
822
3.3%
598
2.4%
7.0
762
3.1%
471
1.9%
8.0
746
3.0%
445
1.8%
9.0
697
2.8%
435
1.8%
10.0
599
2.4%
386
1.6%
11.0
526
2.1%
316
1.3%
12.0
499
2.0%
287
1.2%
13.0
424
1.7%
235
1.0%
14.0
409
1.6%
216
0.9%
LARGEST VALUES
1342.0
1
<0.1%
0
0.0%
685.0
1
<0.1%
0
0.0%
573.0
1
<0.1%
0
0.0%
557.0
1
<0.1%
0
0.0%
525.0
1
<0.1%
0
0.0%
324.0
1
<0.1%
0
0.0%
289.0
1
<0.1%
1
<0.1%
280.0
1
<0.1%
0
0.0%
278.0
1
<0.1%
0
0.0%
226.0
1
<0.1%
0
0.0%
216.0
1
<0.1%
0
0.0%
208.0
1
<0.1%
1
<0.1%
192.0
1
<0.1%
0
0.0%
186.0
1
<0.1%
0
0.0%
185.0
1
<0.1%
1
<0.1%
Amt_Outflow_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Amt_Outflow_L3M
0.98
MaxBalanceAVG
-0.66
MaxBalanceL3M
-0.64
Amt_Pmt_Out_G1_L3M
0.62
Amt_EDO_Out_G1_L3M
0.61
Total_Amt_Inflow_L3M
-0.58
Amt_POS_Out_G1_L3M
0.53
MinBalanceAVG
-0.47
Total_Num_Outflow_L3M
-0.37
Amt_CW_ATM_Out_G1_L3M
0.36
Num_POS_Out_G1_L3M
-0.36
Amt_RTC_Out_G1_L3M
0.35
Amt_App
0.35
MinBalanceL3M
-0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.32
C_Telephones
0.14
ALL_Max_Delq_Ever
0.11
Num_Accounts_Veh
0.11
TAB10
0.09
TAB5
0.08
TAB1
0.08
Thin_File_Flag
0.07
Num_Loan_Out_G1_L3M
0.06
Enquiry_Only_Flag
0.05
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
-15.0
264
1.1%
1,783
7.3%
-15.4
49
0.2%
75
0.3%
-16.2
25
0.1%
24
<0.1%
-18.0
23
<0.1%
48
0.2%
-15.8
22
<0.1%
31
0.1%
-3.0
9
<0.1%
19
<0.1%
-22.0
7
<0.1%
28
0.1%
-17.4
7
<0.1%
7
<0.1%
-21.0
7
<0.1%
16
<0.1%
0.0
6
<0.1%
66
0.3%
-18.4
5
<0.1%
1
<0.1%
-27.5
5
<0.1%
8
<0.1%
-18.8
5
<0.1%
2
<0.1%
-13.0
4
<0.1%
2
<0.1%
-16.6
4
<0.1%
12
<0.1%
SMALLEST VALUES
-6507444.76
1
<0.1%
0
0.0%
-3352950.64
1
<0.1%
0
0.0%
-1974073.75
1
<0.1%
0
0.0%
-1907943.06
1
<0.1%
0
0.0%
-1688462.32
1
<0.1%
0
0.0%
-1655056.85
1
<0.1%
0
0.0%
-1571176.99
1
<0.1%
0
0.0%
-1566623.96
1
<0.1%
0
0.0%
-1501250.64
1
<0.1%
0
0.0%
-1418790.63
1
<0.1%
0
0.0%
-1359697.4
1
<0.1%
0
0.0%
-1322721.7
1
<0.1%
0
0.0%
-1236642.59
1
<0.1%
0
0.0%
-1121611.79
1
<0.1%
0
0.0%
-1104335.59
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
6
<0.1%
66
0.3%
-0.02
1
<0.1%
0
0.0%
-0.11
1
<0.1%
0
0.0%
-0.7
1
<0.1%
0
0.0%
-0.8
1
<0.1%
3
<0.1%
-1.14
1
<0.1%
0
0.0%
-1.2
1
<0.1%
2
<0.1%
-1.25
1
<0.1%
0
0.0%
-2.09
1
<0.1%
0
0.0%
-2.14
1
<0.1%
0
0.0%
-2.4
1
<0.1%
0
0.0%
-2.53
1
<0.1%
0
0.0%
-2.9
1
<0.1%
0
0.0%
-3.0
9
<0.1%
19
<0.1%
-3.03
1
<0.1%
0
0.0%
Amt_CW_ATM_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_CW_ATM_Out_G1_L3M
-0.61
Amt_POS_Out_G1_L3M
0.39
Amt_Outflow_G1_L3M
0.36
Total_Amt_Outflow_L3M
0.36
Total_Amt_Inflow_L3M
-0.28
CS1
-0.28
Total_Num_Outflow_L3M
-0.27
MaxBalanceAVG
-0.24
MaxBalanceL3M
-0.24
Num_POS_Out_G1_L3M
-0.19
Num_EDO_Out_G1_L3M
-0.19
CS3
-0.19
Num_Elec_In_G1_L3M
-0.17
ALL_Num_Ever_Trades
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.17
ALL_Max_Delq_Ever
0.13
Thin_File_Flag
0.09
Num_Accounts_CC
0.08
TAB10
0.05
TAB5
0.04
Enquiry_Only_Flag
0.04
Num_Accounts_Veh
0.04
TAB1
0.03
Num_Loan_Out_G1_L3M
0.02
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
2,308
9.3%
5,259
21.5%
-1000.0
215
0.9%
245
1.0%
-200.0
203
0.8%
329
1.3%
-100.0
202
0.8%
237
1.0%
-500.0
196
0.8%
284
1.2%
-300.0
184
0.7%
256
1.0%
-400.0
164
0.7%
211
0.9%
-1500.0
154
0.6%
132
0.5%
-2000.0
144
0.6%
159
0.7%
-600.0
141
0.6%
197
0.8%
-700.0
127
0.5%
178
0.7%
-800.0
119
0.5%
150
0.6%
-250.0
118
0.5%
120
0.5%
-3000.0
115
0.5%
90
0.4%
-900.0
114
0.5%
113
0.5%
SMALLEST VALUES
-601064.71
1
<0.1%
0
0.0%
-341446.0
1
<0.1%
0
0.0%
-236920.0
1
<0.1%
0
0.0%
-225050.0
1
<0.1%
0
0.0%
-175200.0
1
<0.1%
0
0.0%
-167600.0
1
<0.1%
0
0.0%
-166280.0
1
<0.1%
0
0.0%
-151400.0
1
<0.1%
0
0.0%
-150000.0
1
<0.1%
0
0.0%
-147260.0
1
<0.1%
0
0.0%
-143450.0
1
<0.1%
0
0.0%
-138321.0
1
<0.1%
0
0.0%
-130100.0
1
<0.1%
0
0.0%
-127910.0
1
<0.1%
0
0.0%
-127130.0
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
2,308
9.3%
5,259
21.5%
-10.0
2
<0.1%
4
<0.1%
-20.0
18
<0.1%
28
0.1%
-25.0
1
<0.1%
0
0.0%
-30.0
5
<0.1%
5
<0.1%
-40.0
14
<0.1%
24
<0.1%
-41.0
1
<0.1%
0
0.0%
-45.0
1
<0.1%
0
0.0%
-49.0
1
<0.1%
0
0.0%
-50.0
86
0.3%
130
0.5%
-51.3
1
<0.1%
0
0.0%
-55.0
2
<0.1%
1
<0.1%
-60.0
12
<0.1%
11
<0.1%
-67.0
1
<0.1%
0
0.0%
-70.0
26
0.1%
20
<0.1%
Amt_EDO_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Outflow_G1_L3M
0.61
Total_Amt_Outflow_L3M
0.60
MinBalanceAVG
-0.46
MaxBalanceAVG
-0.40
MinBalanceL3M
-0.34
MaxBalanceL3M
-0.31
Num_EDO_Out_G1_L3M
-0.29
Amt_POS_Out_G1_L3M
0.24
Num_POS_Out_G1_L3M
-0.20
Num_Accounts_All
-0.18
Total_Num_Outflow_L3M
-0.16
ALL_Num_Ever_Trades
-0.15
ALL_Num_Open_Trades
-0.13
ALL_Num_Open_Satisf_Trades
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.46
Num_Accounts_Veh
0.14
C_Telephones
0.10
ALL_Max_Delq_Ever
0.08
Enquiry_Only_Flag
0.05
Thin_File_Flag
0.04
TAB10
0.04
TAB5
0.03
TAB1
0.03
Num_Loan_Out_G1_L3M
0.02
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
16,504
66.4%
18,068
73.9%
-300.0
68
0.3%
54
0.2%
-97.0
47
0.2%
31
0.1%
-200.0
39
0.2%
34
0.1%
-600.0
36
0.1%
15
<0.1%
-250.0
30
0.1%
16
<0.1%
-150.0
28
0.1%
13
<0.1%
-400.0
28
0.1%
13
<0.1%
-100.0
27
0.1%
15
<0.1%
-900.0
26
0.1%
8
<0.1%
-291.0
25
0.1%
13
<0.1%
-500.0
24
<0.1%
18
<0.1%
-194.0
21
<0.1%
11
<0.1%
-299.0
20
<0.1%
9
<0.1%
-420.0
18
<0.1%
2
<0.1%
SMALLEST VALUES
-2004863.3
1
<0.1%
0
0.0%
-500000.0
1
<0.1%
0
0.0%
-234163.55
1
<0.1%
0
0.0%
-200000.0
2
<0.1%
0
0.0%
-114604.77
1
<0.1%
0
0.0%
-103860.83
1
<0.1%
0
0.0%
-86816.92
1
<0.1%
0
0.0%
-83133.9
1
<0.1%
0
0.0%
-82251.39
1
<0.1%
0
0.0%
-80578.05
1
<0.1%
0
0.0%
-74120.9
1
<0.1%
0
0.0%
-68887.19
1
<0.1%
0
0.0%
-68520.91
1
<0.1%
0
0.0%
-67164.33
1
<0.1%
0
0.0%
-67065.5
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
16,504
66.4%
18,068
73.9%
-1.0
1
<0.1%
0
0.0%
-4.0
1
<0.1%
0
0.0%
-6.18
1
<0.1%
0
0.0%
-10.0
1
<0.1%
0
0.0%
-13.0
1
<0.1%
0
0.0%
-25.3
1
<0.1%
0
0.0%
-26.0
1
<0.1%
0
0.0%
-30.0
1
<0.1%
0
0.0%
-30.04
1
<0.1%
0
0.0%
-31.85
1
<0.1%
0
0.0%
-34.0
1
<0.1%
0
0.0%
-38.46
1
<0.1%
0
0.0%
-42.0
1
<0.1%
0
0.0%
-42.6
2
<0.1%
0
0.0%
Amt_POS_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_POS_Out_G1_L3M
-0.68
Total_Amt_Outflow_L3M
0.53
Amt_Outflow_G1_L3M
0.53
Total_Num_Outflow_L3M
-0.51
Amt_Prepaid_Out_G1_L3M
0.41
MaxBalanceAVG
-0.39
Amt_CW_ATM_Out_G1_L3M
0.39
Total_Amt_Inflow_L3M
-0.37
MaxBalanceL3M
-0.36
Amt_Airtime
0.34
MinBalanceAVG
-0.29
Num_Prepaid_Out_G1_L3M
-0.29
Num_EDO_Out_G1_L3M
-0.27
Total_Num_Inflow_L3M
-0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.18
C_Telephones
0.17
Num_Accounts_Veh
0.15
ALL_Max_Delq_Ever
0.14
TAB10
0.09
Thin_File_Flag
0.08
TAB1
0.08
TAB5
0.08
Enquiry_Only_Flag
0.06
Num_Loan_Out_G1_L3M
0.03
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
2,525
10.2%
6,083
24.9%
-100.0
24
<0.1%
54
0.2%
-200.0
21
<0.1%
37
0.2%
-300.0
18
<0.1%
23
<0.1%
-50.0
17
<0.1%
27
0.1%
-1000.0
15
<0.1%
9
<0.1%
-150.0
14
<0.1%
21
<0.1%
-30.0
13
<0.1%
16
<0.1%
-70.0
13
<0.1%
20
<0.1%
-60.0
12
<0.1%
17
<0.1%
-20.0
11
<0.1%
18
<0.1%
-40.0
10
<0.1%
11
<0.1%
-90.0
9
<0.1%
23
<0.1%
-180.0
8
<0.1%
14
<0.1%
-110.0
8
<0.1%
15
<0.1%
SMALLEST VALUES
-723005.9
1
<0.1%
0
0.0%
-360763.84
1
<0.1%
0
0.0%
-272435.84
1
<0.1%
0
0.0%
-252365.07
1
<0.1%
0
0.0%
-232841.76
1
<0.1%
0
0.0%
-207934.18
1
<0.1%
0
0.0%
-205710.6
1
<0.1%
0
0.0%
-191832.37
1
<0.1%
0
0.0%
-188125.4
1
<0.1%
0
0.0%
-175891.16
1
<0.1%
0
0.0%
-168607.16
1
<0.1%
0
0.0%
-166085.96
1
<0.1%
0
0.0%
-156552.36
1
<0.1%
0
0.0%
-150780.51
1
<0.1%
0
0.0%
-144536.58
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
2,525
10.2%
6,083
24.9%
-1.0
1
<0.1%
0
0.0%
-2.99
1
<0.1%
0
0.0%
-3.82
1
<0.1%
0
0.0%
-4.99
1
<0.1%
0
0.0%
-5.0
3
<0.1%
3
<0.1%
-5.99
1
<0.1%
0
0.0%
-6.99
1
<0.1%
0
0.0%
-7.0
1
<0.1%
1
<0.1%
-7.5
1
<0.1%
0
0.0%
-8.0
1
<0.1%
1
<0.1%
-8.49
2
<0.1%
0
0.0%
-8.99
2
<0.1%
0
0.0%
-9.49
1
<0.1%
0
0.0%
-9.99
3
<0.1%
2
<0.1%
Amt_Loan_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Outflow_G1_L3M
0.07
Total_Amt_Outflow_L3M
0.07
Num_Accounts_All
-0.04
ALL_Num_Ever_Trades
-0.03
ALL_Num_Open_Satisf_Trades
-0.03
Num_SO_Out_G1_L3M
-0.03
ALL_Num_Open_Trades
-0.03
Amt_Elec
0.03
ALL_Perc_Payments_2Years
-0.03
Total_Amt_Inflow_L3M
-0.03
Num_Elec
-0.02
ALL_Num_Trades_180_Days
-0.02
Num_EDO_Out_G1_L3M
-0.02
ALL_Avg_Months_On_Book
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Loan_Out_G1_L3M
0.79
Num_Accounts_CC
0.06
ALL_Max_Delq_Ever
0.04
C_Telephones
0.02
Enquiry_Only_Flag
0.01
Thin_File_Flag
0.01
Num_Accounts_Veh
0.01
TAB5
0.00
TAB10
0.00
TAB1
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
24,814
99.8%
24,421
99.9%
-1000.0
2
<0.1%
0
0.0%
-5000.0
2
<0.1%
0
0.0%
-120.01
1
<0.1%
0
0.0%
-35009.02
1
<0.1%
0
0.0%
-393170.47
1
<0.1%
0
0.0%
-304634.0
1
<0.1%
0
0.0%
-11101.92
1
<0.1%
0
0.0%
-66033.16
1
<0.1%
0
0.0%
-1300.0
1
<0.1%
0
0.0%
-106.32
1
<0.1%
0
0.0%
-16023.94
1
<0.1%
0
0.0%
-3420.28
1
<0.1%
0
0.0%
-6057.52
1
<0.1%
0
0.0%
-8254.0
1
<0.1%
0
0.0%
SMALLEST VALUES
-393170.47
1
<0.1%
0
0.0%
-304634.0
1
<0.1%
0
0.0%
-255110.0
1
<0.1%
0
0.0%
-218989.2
1
<0.1%
0
0.0%
-193165.28
1
<0.1%
0
0.0%
-151542.68
1
<0.1%
0
0.0%
-123442.88
1
<0.1%
0
0.0%
-95322.32
1
<0.1%
0
0.0%
-66033.16
1
<0.1%
0
0.0%
-64372.98
1
<0.1%
0
0.0%
-44289.72
1
<0.1%
0
0.0%
-40000.0
1
<0.1%
0
0.0%
-35009.02
1
<0.1%
0
0.0%
-28219.31
1
<0.1%
0
0.0%
-24000.0
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
24,814
99.8%
24,421
99.9%
-26.04
1
<0.1%
0
0.0%
-100.0
1
<0.1%
0
0.0%
-106.32
1
<0.1%
0
0.0%
-120.01
1
<0.1%
0
0.0%
-200.0
1
<0.1%
1
<0.1%
-1000.0
2
<0.1%
0
0.0%
-1251.82
1
<0.1%
0
0.0%
-1300.0
1
<0.1%
0
0.0%
-1359.19
1
<0.1%
0
0.0%
-1400.0
1
<0.1%
1
<0.1%
-2000.0
1
<0.1%
1
<0.1%
-2500.0
1
<0.1%
1
<0.1%
-3000.0
1
<0.1%
0
0.0%
-3420.28
1
<0.1%
0
0.0%
Amt_SO_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_SO_Out_G1_L3M
-0.62
Num_EDO_Out_G1_L3M
-0.10
Amt_Outflow_G1_L3M
0.07
Total_Amt_Outflow_L3M
0.06
ALL_Perc_Payments_2Years
-0.05
Total_Amt_Inflow_L3M
-0.05
MaxBalanceAVG
-0.05
ALL_Avg_Months_On_Book
-0.05
Amt_Pmt_Out_G1_L3M
0.05
Total_Num_Outflow_L3M
-0.05
Amt_Elec
0.05
Amt_POS_Out_G1_L3M
0.05
Num_Accounts_All
-0.04
Num_POS_Out_G1_L3M
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.05
C_Telephones
0.05
TAB10
0.05
ALL_Max_Delq_Ever
0.04
TAB5
0.04
Num_Accounts_Veh
0.04
TAB1
0.03
Num_Loan_Out_G1_L3M
0.03
Enquiry_Only_Flag
0.02
Thin_File_Flag
0.02
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
24,413
98.2%
24,157
98.8%
-600.0
19
<0.1%
15
<0.1%
-3000.0
16
<0.1%
9
<0.1%
-1500.0
15
<0.1%
8
<0.1%
-300.0
15
<0.1%
8
<0.1%
-1200.0
14
<0.1%
10
<0.1%
-2000.0
13
<0.1%
12
<0.1%
-6000.0
13
<0.1%
5
<0.1%
-400.0
12
<0.1%
5
<0.1%
-1000.0
12
<0.1%
11
<0.1%
-900.0
12
<0.1%
12
<0.1%
-200.0
12
<0.1%
11
<0.1%
-500.0
12
<0.1%
8
<0.1%
-100.0
11
<0.1%
3
<0.1%
-800.0
7
<0.1%
2
<0.1%
SMALLEST VALUES
-158061.3
1
<0.1%
0
0.0%
-48000.0
1
<0.1%
0
0.0%
-44000.0
1
<0.1%
0
0.0%
-43081.0
1
<0.1%
0
0.0%
-34500.0
1
<0.1%
0
0.0%
-33000.0
1
<0.1%
0
0.0%
-25690.0
1
<0.1%
0
0.0%
-25000.0
1
<0.1%
0
0.0%
-24274.0
1
<0.1%
0
0.0%
-24000.0
1
<0.1%
0
0.0%
-22500.0
1
<0.1%
0
0.0%
-21810.0
1
<0.1%
0
0.0%
-20400.0
1
<0.1%
0
0.0%
-20156.56
1
<0.1%
0
0.0%
-19748.0
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
24,413
98.2%
24,157
98.8%
-0.1
1
<0.1%
0
0.0%
-1.0
1
<0.1%
0
0.0%
-20.0
1
<0.1%
0
0.0%
-30.0
1
<0.1%
0
0.0%
-34.0
1
<0.1%
0
0.0%
-50.0
2
<0.1%
1
<0.1%
-60.0
2
<0.1%
0
0.0%
-100.0
11
<0.1%
3
<0.1%
-135.0
1
<0.1%
0
0.0%
-150.0
7
<0.1%
3
<0.1%
-170.0
1
<0.1%
0
0.0%
-180.0
1
<0.1%
3
<0.1%
-188.52
1
<0.1%
0
0.0%
-200.0
12
<0.1%
11
<0.1%
Amt_Prepaid_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Airtime
0.79
Num_Prepaid_Out_G1_L3M
-0.77
Total_Num_Outflow_L3M
-0.67
Num_Airtime
-0.64
Amt_Elec
0.51
Num_App
-0.48
Num_POS_Out_G1_L3M
-0.46
Amt_POS_Out_G1_L3M
0.41
Num_Elec
-0.40
Num_Pmt_Out_G1_L3M
-0.39
Total_Num_Inflow_L3M
-0.36
Num_Inflow_G1_L3M
-0.35
Num_Pmt_In_G1_L3M
-0.29
Num_EDO_Out_G1_L3M
-0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.15
Num_Accounts_CC
0.15
C_Telephones
0.14
Num_Accounts_Veh
0.14
Enquiry_Only_Flag
0.07
Thin_File_Flag
0.07
Num_Loan_Out_G1_L3M
0.04
TAB1
0.02
Num_MoneySend_In_G1_L3M
0.02
TAB5
0.02
TAB10
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
8,059
32.4%
12,460
50.9%
-12.0
348
1.4%
363
1.5%
-24.0
224
0.9%
237
1.0%
-30.0
166
0.7%
210
0.9%
-60.0
166
0.7%
186
0.8%
-36.0
147
0.6%
153
0.6%
-72.0
127
0.5%
106
0.4%
-120.0
102
0.4%
93
0.4%
-42.0
101
0.4%
116
0.5%
-48.0
95
0.4%
104
0.4%
-84.0
92
0.4%
99
0.4%
-180.0
87
0.4%
67
0.3%
-132.0
86
0.3%
72
0.3%
-96.0
85
0.3%
91
0.4%
-100.0
79
0.3%
59
0.2%
SMALLEST VALUES
-17860.0
1
<0.1%
0
0.0%
-14652.0
1
<0.1%
0
0.0%
-13790.0
1
<0.1%
0
0.0%
-12791.0
1
<0.1%
0
0.0%
-10637.0
1
<0.1%
0
0.0%
-10634.0
1
<0.1%
0
0.0%
-10055.0
1
<0.1%
0
0.0%
-9566.0
1
<0.1%
0
0.0%
-9494.0
1
<0.1%
0
0.0%
-9013.0
1
<0.1%
0
0.0%
-8970.0
1
<0.1%
0
0.0%
-8891.0
1
<0.1%
0
0.0%
-8615.0
1
<0.1%
0
0.0%
-8489.0
1
<0.1%
0
0.0%
-8446.0
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
8,059
32.4%
12,460
50.9%
-12.0
348
1.4%
363
1.5%
-13.0
3
<0.1%
4
<0.1%
-14.0
6
<0.1%
2
<0.1%
-15.0
42
0.2%
26
0.1%
-17.0
10
<0.1%
9
<0.1%
-18.0
1
<0.1%
2
<0.1%
-19.0
2
<0.1%
2
<0.1%
-20.0
50
0.2%
45
0.2%
-22.0
2
<0.1%
2
<0.1%
-24.0
224
0.9%
237
1.0%
-25.0
7
<0.1%
16
<0.1%
-26.0
2
<0.1%
2
<0.1%
-27.0
13
<0.1%
11
<0.1%
-28.0
3
<0.1%
4
<0.1%
Amt_RTC_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_RTC_Out_G1_L3M
-0.39
Amt_Outflow_G1_L3M
0.35
Total_Amt_Outflow_L3M
0.35
Amt_Pmt_Out_G1_L3M
0.25
Total_Amt_Inflow_L3M
-0.24
Num_App
-0.23
Num_Pmt_Out_G1_L3M
-0.22
Amt_POS_Out_G1_L3M
0.21
Total_Num_Outflow_L3M
-0.19
Amt_App
0.18
Num_Inflow_G1_L3M
-0.18
Total_Num_Inflow_L3M
-0.18
MaxBalanceL3M
-0.17
MaxBalanceAVG
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_Veh
0.08
Num_Accounts_CC
0.07
C_Telephones
0.06
ALL_Max_Delq_Ever
0.05
TAB1
0.04
Num_MoneySend_In_G1_L3M
0.03
TAB5
0.03
TAB10
0.03
Thin_File_Flag
0.03
Enquiry_Only_Flag
0.02
Num_Loan_Out_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
22,318
89.8%
22,526
92.1%
-1000.0
73
0.3%
42
0.2%
-500.0
71
0.3%
41
0.2%
-200.0
65
0.3%
44
0.2%
-300.0
63
0.3%
29
0.1%
-100.0
58
0.2%
25
0.1%
-2000.0
42
0.2%
35
0.1%
-400.0
35
0.1%
16
<0.1%
-150.0
33
0.1%
18
<0.1%
-1500.0
32
0.1%
23
<0.1%
-250.0
29
0.1%
20
<0.1%
-600.0
28
0.1%
21
<0.1%
-3000.0
28
0.1%
20
<0.1%
-50.0
26
0.1%
10
<0.1%
-1200.0
21
<0.1%
18
<0.1%
SMALLEST VALUES
-710000.0
1
<0.1%
0
0.0%
-478070.0
1
<0.1%
0
0.0%
-400000.0
1
<0.1%
0
0.0%
-379836.0
1
<0.1%
0
0.0%
-372950.28
1
<0.1%
0
0.0%
-367380.0
1
<0.1%
0
0.0%
-324680.75
1
<0.1%
0
0.0%
-263698.1
1
<0.1%
0
0.0%
-244530.0
1
<0.1%
0
0.0%
-215280.5
1
<0.1%
0
0.0%
-215000.0
1
<0.1%
0
0.0%
-200827.66
1
<0.1%
0
0.0%
-181143.0
1
<0.1%
0
0.0%
-170998.0
1
<0.1%
0
0.0%
-165720.0
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
22,318
89.8%
22,526
92.1%
-0.3
1
<0.1%
0
0.0%
-1.0
2
<0.1%
0
0.0%
-2.0
2
<0.1%
1
<0.1%
-2.91
1
<0.1%
0
0.0%
-4.0
2
<0.1%
0
0.0%
-4.4
1
<0.1%
0
0.0%
-4.88
1
<0.1%
0
0.0%
-5.0
3
<0.1%
0
0.0%
-7.0
1
<0.1%
0
0.0%
-7.22
1
<0.1%
0
0.0%
-8.79
1
<0.1%
0
0.0%
-9.0
1
<0.1%
0
0.0%
-10.0
5
<0.1%
3
<0.1%
-12.0
1
<0.1%
0
0.0%
Amt_CNP_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_CNP_Out_G1_L3M
-0.45
Total_Num_Outflow_L3M
-0.16
Num_POS_Out_G1_L3M
-0.15
Amt_Prepaid_Out_G1_L3M
0.15
Amt_POS_Out_G1_L3M
0.13
Num_App
-0.12
Total_Amt_Outflow_L3M
0.11
Total_Num_Inflow_L3M
-0.11
Amt_Outflow_G1_L3M
0.11
Amt_Airtime
0.11
Num_Inflow_G1_L3M
-0.10
Amt_Elec
0.09
Num_Pmt_Out_G1_L3M
-0.09
Amt_Pmt_Out_G1_L3M
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.06
Num_Accounts_Veh
0.04
Num_Accounts_CC
0.04
TAB10
0.03
C_Telephones
0.03
TAB5
0.02
TAB1
0.02
Num_MoneySend_In_G1_L3M
0.01
Enquiry_Only_Flag
0.01
Num_Loan_Out_G1_L3M
0.01
Thin_File_Flag
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
20,795
83.7%
22,020
90.0%
-99.0
30
0.1%
13
<0.1%
-10.0
26
0.1%
17
<0.1%
-507.0
23
<0.1%
19
<0.1%
-30.0
22
<0.1%
13
<0.1%
-100.0
22
<0.1%
16
<0.1%
-20.0
20
<0.1%
22
<0.1%
-59.99
19
<0.1%
5
<0.1%
-250.0
18
<0.1%
3
<0.1%
-50.0
17
<0.1%
13
<0.1%
-198.0
16
<0.1%
6
<0.1%
-479.0
16
<0.1%
13
<0.1%
-29.0
16
<0.1%
4
<0.1%
-12.0
14
<0.1%
9
<0.1%
-169.0
13
<0.1%
13
<0.1%
SMALLEST VALUES
-196285.75
1
<0.1%
0
0.0%
-121342.95
1
<0.1%
0
0.0%
-104681.41
1
<0.1%
0
0.0%
-94591.16
1
<0.1%
0
0.0%
-71072.74
1
<0.1%
0
0.0%
-69671.1
1
<0.1%
0
0.0%
-68300.0
1
<0.1%
0
0.0%
-47306.02
1
<0.1%
0
0.0%
-44725.0
1
<0.1%
0
0.0%
-42891.69
1
<0.1%
0
0.0%
-41095.0
1
<0.1%
0
0.0%
-40238.21
1
<0.1%
0
0.0%
-38272.38
1
<0.1%
0
0.0%
-36729.05
1
<0.1%
0
0.0%
-34917.36
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
20,795
83.7%
22,020
90.0%
-0.3
1
<0.1%
3
<0.1%
-1.0
7
<0.1%
8
<0.1%
-2.0
4
<0.1%
0
0.0%
-2.98
1
<0.1%
0
0.0%
-4.0
6
<0.1%
1
<0.1%
-4.23
1
<0.1%
0
0.0%
-5.0
13
<0.1%
9
<0.1%
-6.0
13
<0.1%
8
<0.1%
-6.85
1
<0.1%
0
0.0%
-6.99
1
<0.1%
0
0.0%
-7.0
1
<0.1%
5
<0.1%
-7.49
1
<0.1%
0
0.0%
-8.0
8
<0.1%
1
<0.1%
-8.74
1
<0.1%
0
0.0%
Amt_Pmt_Out_G1_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Outflow_G1_L3M
0.62
Total_Amt_Outflow_L3M
0.61
Amt_App
0.57
Total_Amt_Inflow_L3M
-0.52
MaxBalanceL3M
-0.42
MaxBalanceAVG
-0.41
Num_Pmt_Out_G1_L3M
-0.33
Total_Num_Outflow_L3M
-0.27
Num_App
-0.27
Amt_RTC_Out_G1_L3M
0.25
Amt_POS_Out_G1_L3M
0.24
Num_RTC_Out_G1_L3M
-0.22
Amt_Prepaid_Out_G1_L3M
0.20
Total_Num_Inflow_L3M
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.10
C_Telephones
0.09
ALL_Max_Delq_Ever
0.07
Num_Accounts_Veh
0.07
TAB10
0.06
TAB1
0.06
TAB5
0.06
Thin_File_Flag
0.04
Enquiry_Only_Flag
0.03
Num_Loan_Out_G1_L3M
0.02
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
8,577
34.5%
13,471
55.1%
-500.0
175
0.7%
150
0.6%
-200.0
171
0.7%
193
0.8%
-100.0
167
0.7%
141
0.6%
-300.0
155
0.6%
163
0.7%
-1000.0
119
0.5%
100
0.4%
-400.0
107
0.4%
133
0.5%
-150.0
95
0.4%
92
0.4%
-600.0
83
0.3%
80
0.3%
-250.0
82
0.3%
74
0.3%
-350.0
76
0.3%
66
0.3%
-1500.0
74
0.3%
59
0.2%
-800.0
73
0.3%
75
0.3%
-2000.0
66
0.3%
55
0.2%
-50.0
62
0.2%
41
0.2%
SMALLEST VALUES
-3338737.57
1
<0.1%
0
0.0%
-1500000.0
1
<0.1%
0
0.0%
-1473253.1
1
<0.1%
0
0.0%
-1204941.0
1
<0.1%
0
0.0%
-1150204.0
1
<0.1%
0
0.0%
-1086870.0
1
<0.1%
0
0.0%
-1078232.3
1
<0.1%
0
0.0%
-999357.92
1
<0.1%
0
0.0%
-961898.0
1
<0.1%
0
0.0%
-717450.0
1
<0.1%
0
0.0%
-704652.35
1
<0.1%
0
0.0%
-567890.0
1
<0.1%
0
0.0%
-558110.0
1
<0.1%
0
0.0%
-533197.75
1
<0.1%
0
0.0%
-530992.9
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
8,577
34.5%
13,471
55.1%
-0.16
1
<0.1%
0
0.0%
-1.0
1
<0.1%
0
0.0%
-3.0
1
<0.1%
0
0.0%
-3.17
1
<0.1%
0
0.0%
-5.0
6
<0.1%
2
<0.1%
-10.0
8
<0.1%
3
<0.1%
-12.0
2
<0.1%
0
0.0%
-14.5
1
<0.1%
0
0.0%
-15.0
3
<0.1%
1
<0.1%
-19.0
2
<0.1%
2
<0.1%
-20.0
7
<0.1%
12
<0.1%
-20.01
1
<0.1%
0
0.0%
-24.92
1
<0.1%
0
0.0%
-25.0
5
<0.1%
5
<0.1%
Num_Outflow_CC_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_POS_Out_CC_L3M
0.72
Amt_Outflow_CC_L3M
-0.64
Amt_POS_Out_CC_L3M
-0.43
Num_EDO_Out_G1_L3M
0.27
Num_Accounts_All
0.20
Total_Num_Outflow_L3M
0.18
ALL_Perc_Payments_2Years
0.17
ALL_Num_Open_Satisf_Trades
0.16
ALL_Num_Open_Trades
0.14
ALL_Num_Ever_Trades
0.14
ALL_Perc_Satisf_To_Open_Trades
0.11
Amt_EDO_Out_G1_L3M
-0.11
Amt_Prepaid_Out_G1_L3M
-0.10
Total_Amt_Outflow_L3M
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.39
ALL_Max_Delq_Ever
0.12
C_Telephones
0.12
Num_Accounts_Veh
0.09
Num_Loan_Out_G1_L3M
0.06
Enquiry_Only_Flag
0.05
Thin_File_Flag
0.05
TAB10
0.01
TAB1
0.00
TAB5
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
24,293
97.7%
23,637
96.6%
21.0
30
0.1%
37
0.2%
18.0
21
<0.1%
39
0.2%
28.0
19
<0.1%
26
0.1%
29.0
18
<0.1%
24
<0.1%
23.0
17
<0.1%
19
<0.1%
27.0
16
<0.1%
27
0.1%
32.0
16
<0.1%
17
<0.1%
25.0
16
<0.1%
20
<0.1%
26.0
16
<0.1%
28
0.1%
22.0
15
<0.1%
24
<0.1%
36.0
14
<0.1%
12
<0.1%
15.0
13
<0.1%
24
<0.1%
30.0
13
<0.1%
23
<0.1%
35.0
12
<0.1%
12
<0.1%
SMALLEST VALUES
0.0
24,293
97.7%
23,637
96.6%
1.0
9
<0.1%
3
<0.1%
2.0
5
<0.1%
4
<0.1%
3.0
3
<0.1%
8
<0.1%
4.0
2
<0.1%
5
<0.1%
6.0
7
<0.1%
17
<0.1%
7.0
3
<0.1%
8
<0.1%
8.0
4
<0.1%
5
<0.1%
9.0
6
<0.1%
8
<0.1%
10.0
4
<0.1%
7
<0.1%
11.0
3
<0.1%
4
<0.1%
12.0
5
<0.1%
12
<0.1%
13.0
4
<0.1%
5
<0.1%
14.0
4
<0.1%
7
<0.1%
15.0
13
<0.1%
24
<0.1%
LARGEST VALUES
268.0
1
<0.1%
0
0.0%
226.0
1
<0.1%
0
0.0%
205.0
1
<0.1%
0
0.0%
189.0
1
<0.1%
0
0.0%
183.0
1
<0.1%
0
0.0%
176.0
1
<0.1%
0
0.0%
172.0
1
<0.1%
0
0.0%
164.0
1
<0.1%
0
0.0%
161.0
1
<0.1%
2
<0.1%
149.0
1
<0.1%
0
0.0%
146.0
1
<0.1%
0
0.0%
144.0
1
<0.1%
0
0.0%
135.0
3
<0.1%
1
<0.1%
132.0
1
<0.1%
0
0.0%
131.0
1
<0.1%
0
0.0%
Amt_Outflow_CC_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_POS_Out_CC_L3M
0.82
Num_POS_Out_CC_L3M
-0.70
Num_Outflow_CC_L3M
-0.64
Num_EDO_Out_G1_L3M
-0.14
Total_Amt_Outflow_L3M
0.10
Total_Num_Outflow_L3M
-0.10
Num_Accounts_All
-0.09
Amt_Prepaid_Out_G1_L3M
0.09
ALL_Perc_Payments_2Years
-0.09
ALL_Num_Open_Satisf_Trades
-0.08
Amt_Airtime
0.08
Amt_EDO_Out_G1_L3M
0.08
Total_Amt_Inflow_L3M
-0.07
ALL_Num_Open_Trades
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.19
Num_Accounts_Veh
0.08
ALL_Max_Delq_Ever
0.08
C_Telephones
0.06
Enquiry_Only_Flag
0.02
Thin_File_Flag
0.02
Num_Loan_Out_G1_L3M
0.02
TAB10
0.00
TAB5
0.00
Num_MoneySend_In_G1_L3M
0.00
TAB1
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
24,293
97.7%
23,637
96.6%
-100.0
3
<0.1%
2
<0.1%
-120.4
2
<0.1%
0
0.0%
-100.4
2
<0.1%
1
<0.1%
-0.81
2
<0.1%
0
0.0%
-13514.88
1
<0.1%
0
0.0%
-387.06
1
<0.1%
0
0.0%
-458.5
1
<0.1%
0
0.0%
-32675.76
1
<0.1%
0
0.0%
-1182.12
1
<0.1%
0
0.0%
-5570.03
1
<0.1%
0
0.0%
-22629.58
1
<0.1%
0
0.0%
-1884.3
1
<0.1%
0
0.0%
-288.93
1
<0.1%
0
0.0%
-162.03
1
<0.1%
0
0.0%
SMALLEST VALUES
-127781.18
1
<0.1%
0
0.0%
-97255.19
1
<0.1%
0
0.0%
-84176.46
1
<0.1%
0
0.0%
-75883.86
1
<0.1%
0
0.0%
-68358.68
1
<0.1%
0
0.0%
-45097.2
1
<0.1%
0
0.0%
-39855.96
1
<0.1%
0
0.0%
-39614.69
1
<0.1%
0
0.0%
-39452.55
1
<0.1%
0
0.0%
-37964.47
1
<0.1%
0
0.0%
-37317.33
1
<0.1%
0
0.0%
-34361.5
1
<0.1%
0
0.0%
-33471.71
1
<0.1%
0
0.0%
-32675.76
1
<0.1%
0
0.0%
-31267.39
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
24,293
97.7%
23,637
96.6%
-0.46
1
<0.1%
0
0.0%
-0.8
1
<0.1%
0
0.0%
-0.81
2
<0.1%
0
0.0%
-1.83
1
<0.1%
0
0.0%
-5.0
1
<0.1%
0
0.0%
-5.74
1
<0.1%
0
0.0%
-6.28
1
<0.1%
0
0.0%
-6.53
1
<0.1%
0
0.0%
-36.88
1
<0.1%
0
0.0%
-40.0
1
<0.1%
0
0.0%
-40.68
1
<0.1%
0
0.0%
-57.33
1
<0.1%
0
0.0%
-58.69
1
<0.1%
0
0.0%
-80.0
1
<0.1%
0
0.0%
Num_POS_Out_CC_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Outflow_CC_L3M
0.72
Amt_Outflow_CC_L3M
-0.70
Amt_POS_Out_CC_L3M
-0.63
Num_EDO_Out_G1_L3M
0.12
Num_Accounts_All
0.09
Total_Num_Outflow_L3M
0.09
ALL_Perc_Payments_2Years
0.08
ALL_Num_Open_Satisf_Trades
0.08
ALL_Num_Open_Trades
0.07
ALL_Perc_Satisf_To_Open_Trades
0.07
Total_Amt_Outflow_L3M
-0.06
Amt_EDO_Out_G1_L3M
-0.06
Amt_Prepaid_Out_G1_L3M
-0.06
ALL_Num_Ever_Trades
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.19
ALL_Max_Delq_Ever
0.07
Num_Accounts_Veh
0.07
C_Telephones
0.05
Enquiry_Only_Flag
0.02
Thin_File_Flag
0.02
Num_Loan_Out_G1_L3M
0.02
TAB10
0.02
TAB5
0.01
TAB1
0.01
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
24,608
99.0%
24,103
98.6%
1.0
43
0.2%
75
0.3%
2.0
34
0.1%
37
0.2%
3.0
24
<0.1%
26
0.1%
4.0
18
<0.1%
30
0.1%
5.0
16
<0.1%
21
<0.1%
6.0
15
<0.1%
14
<0.1%
9.0
10
<0.1%
14
<0.1%
7.0
10
<0.1%
12
<0.1%
8.0
9
<0.1%
13
<0.1%
12.0
9
<0.1%
6
<0.1%
10.0
5
<0.1%
7
<0.1%
15.0
4
<0.1%
4
<0.1%
13.0
4
<0.1%
7
<0.1%
11.0
4
<0.1%
5
<0.1%
SMALLEST VALUES
0.0
24,608
99.0%
24,103
98.6%
1.0
43
0.2%
75
0.3%
2.0
34
0.1%
37
0.2%
3.0
24
<0.1%
26
0.1%
4.0
18
<0.1%
30
0.1%
5.0
16
<0.1%
21
<0.1%
6.0
15
<0.1%
14
<0.1%
7.0
10
<0.1%
12
<0.1%
8.0
9
<0.1%
13
<0.1%
9.0
10
<0.1%
14
<0.1%
10.0
5
<0.1%
7
<0.1%
11.0
4
<0.1%
5
<0.1%
12.0
9
<0.1%
6
<0.1%
13.0
4
<0.1%
7
<0.1%
14.0
1
<0.1%
9
<0.1%
LARGEST VALUES
110.0
1
<0.1%
0
0.0%
89.0
1
<0.1%
1
<0.1%
85.0
1
<0.1%
0
0.0%
75.0
1
<0.1%
0
0.0%
73.0
1
<0.1%
0
0.0%
60.0
1
<0.1%
0
0.0%
56.0
1
<0.1%
0
0.0%
54.0
2
<0.1%
2
<0.1%
51.0
1
<0.1%
0
0.0%
48.0
1
<0.1%
1
<0.1%
36.0
1
<0.1%
0
0.0%
35.0
1
<0.1%
1
<0.1%
33.0
1
<0.1%
1
<0.1%
32.0
1
<0.1%
1
<0.1%
31.0
2
<0.1%
1
<0.1%
Amt_POS_Out_CC_L3M
MISSING:
60
(<1%)
542
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Outflow_CC_L3M
0.82
Num_POS_Out_CC_L3M
-0.63
Num_Outflow_CC_L3M
-0.43
Num_EDO_Out_G1_L3M
-0.10
Amt_Prepaid_Out_G1_L3M
0.10
Amt_Airtime
0.09
Total_Amt_Outflow_L3M
0.07
Amt_EDO_Out_G1_L3M
0.06
Num_Accounts_All
-0.06
Total_Num_Outflow_L3M
-0.06
ALL_Num_Open_Satisf_Trades
-0.06
ALL_Perc_Payments_2Years
-0.06
Amt_Outflow_G1_L3M
0.05
Total_Amt_Inflow_L3M
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.12
Num_Accounts_Veh
0.08
ALL_Max_Delq_Ever
0.06
C_Telephones
0.04
Enquiry_Only_Flag
0.02
Thin_File_Flag
0.01
Num_Loan_Out_G1_L3M
0.01
TAB10
0.01
TAB5
0.00
Num_MoneySend_In_G1_L3M
0.00
TAB1
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
24,608
99.0%
24,103
98.6%
-40.0
4
<0.1%
0
0.0%
-250.0
2
<0.1%
0
0.0%
-150.0
2
<0.1%
1
<0.1%
-805.19
1
<0.1%
0
0.0%
-245.73
1
<0.1%
0
0.0%
-1157.55
1
<0.1%
0
0.0%
-140.52
1
<0.1%
0
0.0%
-1547.17
1
<0.1%
0
0.0%
-3494.28
1
<0.1%
0
0.0%
-9284.69
1
<0.1%
0
0.0%
-3762.39
1
<0.1%
0
0.0%
-22397.97
1
<0.1%
0
0.0%
-116.23
1
<0.1%
0
0.0%
-1208.45
1
<0.1%
0
0.0%
SMALLEST VALUES
-111694.82
1
<0.1%
0
0.0%
-67371.66
1
<0.1%
0
0.0%
-41398.03
1
<0.1%
0
0.0%
-30697.58
1
<0.1%
0
0.0%
-29711.17
1
<0.1%
0
0.0%
-22397.97
1
<0.1%
0
0.0%
-18999.2
1
<0.1%
0
0.0%
-18700.37
1
<0.1%
0
0.0%
-18514.25
1
<0.1%
0
0.0%
-16709.38
1
<0.1%
0
0.0%
-15140.85
1
<0.1%
0
0.0%
-14119.0
1
<0.1%
0
0.0%
-13188.51
1
<0.1%
0
0.0%
-13094.68
1
<0.1%
0
0.0%
-12989.17
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
24,608
99.0%
24,103
98.6%
-12.0
1
<0.1%
0
0.0%
-17.08
1
<0.1%
0
0.0%
-27.99
1
<0.1%
0
0.0%
-37.0
1
<0.1%
0
0.0%
-40.0
4
<0.1%
0
0.0%
-50.0
1
<0.1%
1
<0.1%
-51.95
1
<0.1%
0
0.0%
-57.0
1
<0.1%
0
0.0%
-75.0
1
<0.1%
0
0.0%
-82.6
1
<0.1%
0
0.0%
-100.0
1
<0.1%
4
<0.1%
-108.98
1
<0.1%
0
0.0%
-110.1
1
<0.1%
0
0.0%
-116.23
1
<0.1%
0
0.0%
MinBalanceL3M
MISSING:
47
(<1%)
501
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MinBalanceAVG
0.88
MaxBalanceAVG
0.66
MaxBalanceL3M
0.45
Amt_EDO_Out_G1_L3M
-0.34
Amt_Outflow_G1_L3M
-0.31
Total_Amt_Outflow_L3M
-0.30
TAB9
0.22
TAB8
0.22
Amt_POS_Out_G1_L3M
-0.21
TAB7
0.19
Amt_CW_ATM_Out_G1_L3M
-0.10
Amt_CNP_Out_G1_L3M
-0.07
Num_POS_Out_G1_L3M
0.07
Amt_Pmt_Out_G1_L3M
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
0.43
TAB5
0.39
TAB1
0.30
Num_Accounts_CC
0.18
ALL_Max_Delq_Ever
0.05
Num_Accounts_Veh
0.03
C_Telephones
0.02
Thin_File_Flag
0.00
Num_Loan_Out_G1_L3M
0.00
Enquiry_Only_Flag
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
-3.0
54
0.2%
86
0.4%
-7.0
26
0.1%
43
0.2%
25.0
24
<0.1%
11
<0.1%
-6.0
23
<0.1%
18
<0.1%
17.28
23
<0.1%
12
<0.1%
18.31
22
<0.1%
14
<0.1%
17.33
21
<0.1%
9
<0.1%
24.6
21
<0.1%
10
<0.1%
20.3
20
<0.1%
10
<0.1%
20.9
20
<0.1%
8
<0.1%
18.46
20
<0.1%
8
<0.1%
19.57
19
<0.1%
12
<0.1%
20.48
19
<0.1%
3
<0.1%
20.4
19
<0.1%
8
<0.1%
23.4
19
<0.1%
3
<0.1%
SMALLEST VALUES
-8213.34
1
<0.1%
0
0.0%
-4712.93
1
<0.1%
0
0.0%
-3971.76
1
<0.1%
0
0.0%
-1914.01
1
<0.1%
0
0.0%
-1697.43
1
<0.1%
0
0.0%
-1459.49
1
<0.1%
0
0.0%
-1085.34
1
<0.1%
0
0.0%
-920.7
1
<0.1%
0
0.0%
-848.06
1
<0.1%
0
0.0%
-688.4
1
<0.1%
0
0.0%
-638.26
1
<0.1%
0
0.0%
-485.29
1
<0.1%
0
0.0%
-370.33
1
<0.1%
0
0.0%
-342.27
1
<0.1%
0
0.0%
-331.5
1
<0.1%
0
0.0%
LARGEST VALUES
2060443.68
1
<0.1%
0
0.0%
1878996.33
1
<0.1%
0
0.0%
1524564.24
1
<0.1%
0
0.0%
1143354.49
1
<0.1%
0
0.0%
1136501.78
1
<0.1%
0
0.0%
1037071.7
1
<0.1%
0
0.0%
941254.06
1
<0.1%
0
0.0%
921540.81
1
<0.1%
0
0.0%
906042.31
1
<0.1%
0
0.0%
893297.31
1
<0.1%
0
0.0%
889562.62
1
<0.1%
0
0.0%
872435.16
1
<0.1%
0
0.0%
867044.72
1
<0.1%
0
0.0%
806329.77
1
<0.1%
0
0.0%
796984.19
1
<0.1%
0
0.0%
MinBalanceAVG
MISSING:
47
(<1%)
501
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MinBalanceL3M
0.88
MaxBalanceAVG
0.85
MaxBalanceL3M
0.62
Amt_Outflow_G1_L3M
-0.47
Amt_EDO_Out_G1_L3M
-0.46
Total_Amt_Outflow_L3M
-0.45
Amt_POS_Out_G1_L3M
-0.29
Total_Amt_Inflow_L3M
0.22
TAB8
0.22
TAB9
0.22
TAB7
0.20
Amt_CW_ATM_Out_G1_L3M
-0.15
Amt_Pmt_Out_G1_L3M
-0.15
Num_POS_Out_G1_L3M
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
0.38
TAB5
0.34
TAB1
0.27
Num_Accounts_CC
0.25
ALL_Max_Delq_Ever
0.05
C_Telephones
0.03
Num_Accounts_Veh
0.03
Thin_File_Flag
0.01
Num_Loan_Out_G1_L3M
0.00
Enquiry_Only_Flag
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
-3.0
16
<0.1%
25
0.1%
19.7
10
<0.1%
2
<0.1%
21.3066
10
<0.1%
1
<0.1%
19.48
10
<0.1%
3
<0.1%
28.73
9
<0.1%
1
<0.1%
23.32
9
<0.1%
0
0.0%
24.7433
9
<0.1%
2
<0.1%
24.44
9
<0.1%
3
<0.1%
21.99
9
<0.1%
6
<0.1%
27.9266
8
<0.1%
2
<0.1%
20.76
8
<0.1%
3
<0.1%
23.27
8
<0.1%
1
<0.1%
21.2066
8
<0.1%
0
0.0%
18.6633
8
<0.1%
1
<0.1%
22.0466
8
<0.1%
3
<0.1%
SMALLEST VALUES
-2704.1366
1
<0.1%
0
0.0%
-1522.57
1
<0.1%
0
0.0%
-1313.1766
1
<0.1%
0
0.0%
-1124.1633
1
<0.1%
0
0.0%
-469.69
1
<0.1%
0
0.0%
-417.8566
1
<0.1%
0
0.0%
-347.8266
1
<0.1%
0
0.0%
-289.0133
1
<0.1%
0
0.0%
-271.8933
1
<0.1%
0
0.0%
-249.5666
1
<0.1%
0
0.0%
-216.7433
1
<0.1%
0
0.0%
-200.1833
1
<0.1%
0
0.0%
-167.35
1
<0.1%
0
0.0%
-154.4433
1
<0.1%
0
0.0%
-147.47
1
<0.1%
0
0.0%
LARGEST VALUES
3783141.84
1
<0.1%
0
0.0%
1884814.8466
1
<0.1%
0
0.0%
1625175.26
1
<0.1%
0
0.0%
1590822.0533
1
<0.1%
0
0.0%
1376760.3766
1
<0.1%
0
0.0%
1347096.0266
1
<0.1%
0
0.0%
1346099.1233
1
<0.1%
0
0.0%
1148145.0866
1
<0.1%
0
0.0%
1094934.3933
1
<0.1%
0
0.0%
1043968.0733
1
<0.1%
0
0.0%
1039270.2566
1
<0.1%
0
0.0%
994464.37
1
<0.1%
0
0.0%
963893.3033
1
<0.1%
0
0.0%
922951.0933
1
<0.1%
0
0.0%
919166.6166
1
<0.1%
0
0.0%
MaxBalanceL3M
MISSING:
47
(<1%)
501
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MaxBalanceAVG
0.92
Total_Amt_Inflow_L3M
0.80
Amt_Outflow_G1_L3M
-0.64
Total_Amt_Outflow_L3M
-0.64
MinBalanceAVG
0.62
MinBalanceL3M
0.45
Amt_Pmt_Out_G1_L3M
-0.42
Amt_POS_Out_G1_L3M
-0.36
Amt_App
-0.32
Amt_EDO_Out_G1_L3M
-0.31
Amt_CW_ATM_Out_G1_L3M
-0.24
Amt_RTC_Out_G1_L3M
-0.17
Num_POS_Out_G1_L3M
0.16
TAB8
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
0.22
TAB5
0.20
TAB1
0.18
Num_Accounts_CC
0.17
C_Telephones
0.07
ALL_Max_Delq_Ever
0.06
Num_Accounts_Veh
0.04
Thin_File_Flag
0.03
Enquiry_Only_Flag
0.01
Num_Loan_Out_G1_L3M
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
-0.4
11
<0.1%
39
0.2%
-3.0
9
<0.1%
18
<0.1%
349.6
3
<0.1%
3
<0.1%
-12.0
3
<0.1%
2
<0.1%
31.21
3
<0.1%
1
<0.1%
-0.8
3
<0.1%
15
<0.1%
2503.37
3
<0.1%
0
0.0%
2785.91
2
<0.1%
0
0.0%
2023.0
2
<0.1%
0
0.0%
1875.61
2
<0.1%
0
0.0%
22.84
2
<0.1%
0
0.0%
3847.22
2
<0.1%
0
0.0%
4556.12
2
<0.1%
0
0.0%
1869.83
2
<0.1%
0
0.0%
1358.86
2
<0.1%
0
0.0%
SMALLEST VALUES
-169.7
1
<0.1%
0
0.0%
-138.07
1
<0.1%
0
0.0%
-132.74
1
<0.1%
0
0.0%
-83.66
1
<0.1%
0
0.0%
-70.63
1
<0.1%
0
0.0%
-70.0
1
<0.1%
0
0.0%
-64.27
1
<0.1%
0
0.0%
-63.06
1
<0.1%
0
0.0%
-61.93
1
<0.1%
0
0.0%
-55.75
1
<0.1%
0
0.0%
-50.15
1
<0.1%
0
0.0%
-43.31
1
<0.1%
0
0.0%
-30.75
1
<0.1%
0
0.0%
-29.23
1
<0.1%
0
0.0%
-17.4
1
<0.1%
1
<0.1%
LARGEST VALUES
5246770.12
1
<0.1%
0
0.0%
4824952.54
1
<0.1%
0
0.0%
3107866.73
1
<0.1%
0
0.0%
2751977.1
1
<0.1%
0
0.0%
2555903.73
1
<0.1%
0
0.0%
2500701.4
1
<0.1%
0
0.0%
2483040.1
1
<0.1%
0
0.0%
2472720.26
1
<0.1%
0
0.0%
2369955.8
1
<0.1%
0
0.0%
2355529.17
1
<0.1%
0
0.0%
2295347.18
1
<0.1%
0
0.0%
2176594.02
1
<0.1%
0
0.0%
2112405.0
1
<0.1%
0
0.0%
2109722.42
1
<0.1%
0
0.0%
2001394.59
1
<0.1%
0
0.0%
MaxBalanceAVG
MISSING:
47
(<1%)
501
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MaxBalanceL3M
0.92
MinBalanceAVG
0.85
Amt_Outflow_G1_L3M
-0.66
MinBalanceL3M
0.66
Total_Amt_Outflow_L3M
-0.65
Total_Amt_Inflow_L3M
0.63
Amt_Pmt_Out_G1_L3M
-0.41
Amt_EDO_Out_G1_L3M
-0.40
Amt_POS_Out_G1_L3M
-0.39
Amt_App
-0.27
Amt_CW_ATM_Out_G1_L3M
-0.24
TAB8
0.18
Num_POS_Out_G1_L3M
0.18
TAB9
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
0.31
TAB5
0.28
TAB1
0.24
Num_Accounts_CC
0.22
C_Telephones
0.06
ALL_Max_Delq_Ever
0.06
Num_Accounts_Veh
0.05
Thin_File_Flag
0.03
Enquiry_Only_Flag
0.01
Num_Loan_Out_G1_L3M
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
-0.4
7
<0.1%
28
0.1%
-3.0
7
<0.1%
16
<0.1%
-12.0
3
<0.1%
2
<0.1%
1599.86
2
<0.1%
0
0.0%
1570.8333
2
<0.1%
0
0.0%
-0.8
2
<0.1%
14
<0.1%
488.7966
2
<0.1%
0
0.0%
5171.26
2
<0.1%
0
0.0%
873.21
2
<0.1%
0
0.0%
916.0333
2
<0.1%
0
0.0%
1970.6566
2
<0.1%
0
0.0%
2369.3233
2
<0.1%
0
0.0%
1457.7
2
<0.1%
0
0.0%
13.1366
2
<0.1%
2
<0.1%
3492.1433
2
<0.1%
0
0.0%
SMALLEST VALUES
-200.3
1
<0.1%
0
0.0%
-145.0033
1
<0.1%
0
0.0%
-135.0733
1
<0.1%
0
0.0%
-83.66
1
<0.1%
0
0.0%
-75.8166
1
<0.1%
0
0.0%
-71.63
1
<0.1%
0
0.0%
-70.0
1
<0.1%
0
0.0%
-64.27
1
<0.1%
0
0.0%
-63.06
1
<0.1%
0
0.0%
-61.93
1
<0.1%
0
0.0%
-59.75
1
<0.1%
0
0.0%
-50.15
1
<0.1%
0
0.0%
-45.17
1
<0.1%
0
0.0%
-43.31
1
<0.1%
0
0.0%
-42.4166
1
<0.1%
0
0.0%
LARGEST VALUES
4516269.5833
1
<0.1%
0
0.0%
3169983.4966
1
<0.1%
0
0.0%
2291606.71
1
<0.1%
0
0.0%
2286030.0033
1
<0.1%
0
0.0%
2029583.4366
1
<0.1%
0
0.0%
1893821.55
1
<0.1%
0
0.0%
1768900.52
1
<0.1%
0
0.0%
1564516.35
1
<0.1%
0
0.0%
1561508.9566
1
<0.1%
0
0.0%
1370601.8433
1
<0.1%
0
0.0%
1367883.0933
1
<0.1%
0
0.0%
1234632.3933
1
<0.1%
0
0.0%
1188876.36
1
<0.1%
0
0.0%
1169880.0133
1
<0.1%
0
0.0%
1154514.25
1
<0.1%
0
0.0%
ALL_Val_Cur_Mth_Instalm_30_Days
MISSING:
912
(4%)
1,930
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Perc_Utilisation
0.01
ALL_Num_Open_Trades
0.01
ALL_Num_Trades_180_Days
0.01
Score_MI
0.01
Num_Accounts_All
0.01
ALL_Num_Open_Satisf_Trades
0.01
TAB9
-0.01
CS2
-0.01
Num_EDO_Out_G1_L3M
-0.01
Num_USSD
0.01
Num_Elec_In_G1_L3M
-0.01
ALL_Num_Ever_Trades
0.00
Debt_Review_Score
0.00
CW1
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.03
C_Telephones
0.02
Enquiry_Only_Flag
0.01
Thin_File_Flag
0.01
Num_Accounts_CC
0.00
TAB1
0.00
TAB5
0.00
Num_Accounts_Veh
0.00
TAB10
0.00
Num_Loan_Out_G1_L3M
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
-7.0
3,990
16.6%
3,347
14.5%
0.0
3,685
15.4%
3,346
14.5%
-9.0
3,548
14.8%
3,577
15.5%
100.0
89
0.4%
42
0.2%
130.0
63
0.3%
35
0.2%
150.0
62
0.3%
29
0.1%
90.0
56
0.2%
31
0.1%
180.0
55
0.2%
38
0.2%
80.0
54
0.2%
35
0.2%
110.0
53
0.2%
24
0.1%
115.0
52
0.2%
35
0.2%
200.0
51
0.2%
38
0.2%
140.0
49
0.2%
48
0.2%
120.0
48
0.2%
43
0.2%
70.0
48
0.2%
39
0.2%
SMALLEST VALUES
-9.0
3,548
14.8%
3,577
15.5%
-7.0
3,990
16.6%
3,347
14.5%
-6.0
45
0.2%
60
0.3%
0.0
3,685
15.4%
3,346
14.5%
1.0
10
<0.1%
9
<0.1%
2.0
6
<0.1%
3
<0.1%
3.0
3
<0.1%
7
<0.1%
4.0
5
<0.1%
5
<0.1%
5.0
6
<0.1%
8
<0.1%
6.0
2
<0.1%
2
<0.1%
7.0
7
<0.1%
10
<0.1%
8.0
6
<0.1%
12
<0.1%
9.0
4
<0.1%
8
<0.1%
10.0
6
<0.1%
6
<0.1%
11.0
10
<0.1%
12
<0.1%
LARGEST VALUES
930000241.0
1
<0.1%
0
0.0%
920000004.0
1
<0.1%
0
0.0%
900000005.0
1
<0.1%
0
0.0%
880002410.0
1
<0.1%
0
0.0%
680000259.0
1
<0.1%
0
0.0%
439117.0
1
<0.1%
0
0.0%
261335.0
1
<0.1%
0
0.0%
203305.0
1
<0.1%
0
0.0%
199686.0
1
<0.1%
0
0.0%
195574.0
1
<0.1%
0
0.0%
187614.0
1
<0.1%
0
0.0%
185408.0
1
<0.1%
0
0.0%
160238.0
1
<0.1%
0
0.0%
156334.0
1
<0.1%
0
0.0%
145511.0
1
<0.1%
0
0.0%
ALL_Perc_Utilisation
MISSING:
912
(4%)
1,930
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Trades
0.42
ALL_Num_Trades_180_Days
0.39
Score_MI
0.38
ALL_Num_Open_Satisf_Trades
0.38
ALL_Num_Ever_Trades
0.35
Num_Accounts_All
0.33
ALL_Perc_Payments_2Years
0.25
ALL_Avg_Months_On_Book
0.25
Debt_Review_Score
0.24
ALL_Perc_Satisf_To_Open_Trades
0.15
ALL_Time_MR_Trade
0.14
ALL_Val_OD_Bal_1_Year
0.14
Num_EDO_Out_G1_L3M
0.14
Total_Num_Outflow_L3M
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.46
C_Telephones
0.35
Enquiry_Only_Flag
0.24
Thin_File_Flag
0.24
Num_Accounts_CC
0.14
Num_Accounts_Veh
0.10
TAB1
0.07
TAB5
0.05
TAB10
0.04
Num_Loan_Out_G1_L3M
0.02
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
-7.0
3,990
16.6%
3,347
14.5%
-1.0
3,568
14.9%
2,964
12.8%
-9.0
3,548
14.8%
3,577
15.5%
0.0
1,685
7.0%
1,565
6.8%
100.0
276
1.1%
346
1.5%
92.0
141
0.6%
154
0.7%
88.0
128
0.5%
138
0.6%
85.0
127
0.5%
117
0.5%
84.0
126
0.5%
131
0.6%
91.0
124
0.5%
148
0.6%
90.0
123
0.5%
164
0.7%
95.0
121
0.5%
137
0.6%
82.0
120
0.5%
123
0.5%
83.0
120
0.5%
128
0.6%
89.0
119
0.5%
132
0.6%
SMALLEST VALUES
-9.0
3,548
14.8%
3,577
15.5%
-7.0
3,990
16.6%
3,347
14.5%
-6.0
45
0.2%
60
0.3%
-1.0
3,568
14.9%
2,964
12.8%
0.0
1,685
7.0%
1,565
6.8%
1.0
40
0.2%
44
0.2%
2.0
43
0.2%
41
0.2%
3.0
52
0.2%
29
0.1%
4.0
53
0.2%
22
<0.1%
5.0
32
0.1%
31
0.1%
6.0
43
0.2%
27
0.1%
7.0
44
0.2%
34
0.1%
8.0
43
0.2%
48
0.2%
9.0
38
0.2%
36
0.2%
10.0
45
0.2%
43
0.2%
LARGEST VALUES
999.0
77
0.3%
57
0.2%
911.0
1
<0.1%
0
0.0%
875.0
2
<0.1%
0
0.0%
863.0
1
<0.1%
0
0.0%
838.0
1
<0.1%
0
0.0%
777.0
1
<0.1%
0
0.0%
699.0
1
<0.1%
0
0.0%
656.0
1
<0.1%
0
0.0%
643.0
1
<0.1%
0
0.0%
639.0
1
<0.1%
0
0.0%
633.0
1
<0.1%
0
0.0%
624.0
1
<0.1%
0
0.0%
619.0
1
<0.1%
1
<0.1%
586.0
2
<0.1%
0
0.0%
580.0
1
<0.1%
0
0.0%
ALL_Num_Ever_Trades
MISSING:
912
(4%)
1,930
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Trades
0.84
ALL_Num_Trades_180_Days
0.80
ALL_Num_Open_Satisf_Trades
0.79
Num_Accounts_All
0.74
Score_MI
0.72
ALL_Perc_Payments_2Years
0.59
ALL_Avg_Months_On_Book
0.47
Debt_Review_Score
0.46
Num_EDO_Out_G1_L3M
0.40
ALL_Perc_Utilisation
0.35
ALL_Perc_Satisf_To_Open_Trades
0.32
ALL_Time_MR_Trade
0.26
ALL_Val_OD_Bal_1_Year
0.24
Total_Num_Outflow_L3M
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.73
C_Telephones
0.62
Thin_File_Flag
0.49
Enquiry_Only_Flag
0.42
Num_Accounts_CC
0.34
Num_Accounts_Veh
0.22
Num_Loan_Out_G1_L3M
0.05
TAB1
0.04
TAB5
0.02
TAB10
0.01
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
1.0
4,478
18.7%
3,748
16.2%
-7.0
3,990
16.6%
3,347
14.5%
-9.0
3,548
14.8%
3,577
15.5%
2.0
2,818
11.7%
2,247
9.7%
3.0
1,993
8.3%
1,735
7.5%
4.0
1,402
5.8%
1,339
5.8%
5.0
1,104
4.6%
1,057
4.6%
6.0
817
3.4%
921
4.0%
7.0
694
2.9%
788
3.4%
8.0
502
2.1%
631
2.7%
9.0
424
1.8%
467
2.0%
10.0
354
1.5%
445
1.9%
11.0
268
1.1%
377
1.6%
12.0
233
1.0%
294
1.3%
13.0
189
0.8%
283
1.2%
SMALLEST VALUES
-9.0
3,548
14.8%
3,577
15.5%
-7.0
3,990
16.6%
3,347
14.5%
-6.0
45
0.2%
60
0.3%
1.0
4,478
18.7%
3,748
16.2%
2.0
2,818
11.7%
2,247
9.7%
3.0
1,993
8.3%
1,735
7.5%
4.0
1,402
5.8%
1,339
5.8%
5.0
1,104
4.6%
1,057
4.6%
6.0
817
3.4%
921
4.0%
7.0
694
2.9%
788
3.4%
8.0
502
2.1%
631
2.7%
9.0
424
1.8%
467
2.0%
10.0
354
1.5%
445
1.9%
11.0
268
1.1%
377
1.6%
12.0
233
1.0%
294
1.3%
LARGEST VALUES
317.0
1
<0.1%
0
0.0%
130.0
1
<0.1%
0
0.0%
110.0
1
<0.1%
1
<0.1%
108.0
1
<0.1%
0
0.0%
107.0
1
<0.1%
0
0.0%
96.0
1
<0.1%
0
0.0%
92.0
1
<0.1%
0
0.0%
80.0
2
<0.1%
1
<0.1%
76.0
1
<0.1%
2
<0.1%
74.0
1
<0.1%
1
<0.1%
73.0
2
<0.1%
1
<0.1%
72.0
1
<0.1%
1
<0.1%
71.0
1
<0.1%
1
<0.1%
69.0
1
<0.1%
2
<0.1%
67.0
1
<0.1%
2
<0.1%
ALL_Num_Open_Satisf_Trades
MISSING:
939
(4%)
1,996
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Trades
0.97
Score_MI
0.94
ALL_Num_Trades_180_Days
0.94
ALL_Num_Ever_Trades
0.79
ALL_Perc_Payments_2Years
0.77
Debt_Review_Score
0.75
Num_Accounts_All
0.68
ALL_Perc_Satisf_To_Open_Trades
0.63
ALL_Avg_Months_On_Book
0.60
ALL_Time_MR_Trade
0.44
ALL_Perc_Utilisation
0.38
Num_EDO_Out_G1_L3M
0.36
Total_Num_Outflow_L3M
0.23
Num_POS_Out_G1_L3M
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.95
C_Telephones
0.68
Thin_File_Flag
0.67
Enquiry_Only_Flag
0.53
Num_Accounts_CC
0.35
Num_Accounts_Veh
0.24
Num_Loan_Out_G1_L3M
0.05
Num_MoneySend_In_G1_L3M
0.01
TAB10
0.01
TAB5
0.01
TAB1
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
7,308
30.5%
6,811
29.6%
1.0
4,264
17.8%
3,665
15.9%
-7.0
3,990
16.6%
3,347
14.6%
-9.0
3,546
14.8%
3,558
15.5%
2.0
1,925
8.0%
1,716
7.5%
3.0
1,081
4.5%
1,211
5.3%
4.0
700
2.9%
829
3.6%
5.0
412
1.7%
566
2.5%
6.0
264
1.1%
398
1.7%
7.0
162
0.7%
292
1.3%
8.0
114
0.5%
183
0.8%
9.0
68
0.3%
137
0.6%
-6.0
45
0.2%
60
0.3%
10.0
38
0.2%
80
0.3%
11.0
18
<0.1%
63
0.3%
SMALLEST VALUES
-9.0
3,546
14.8%
3,558
15.5%
-7.0
3,990
16.6%
3,347
14.6%
-6.0
45
0.2%
60
0.3%
0.0
7,308
30.5%
6,811
29.6%
1.0
4,264
17.8%
3,665
15.9%
2.0
1,925
8.0%
1,716
7.5%
3.0
1,081
4.5%
1,211
5.3%
4.0
700
2.9%
829
3.6%
5.0
412
1.7%
566
2.5%
6.0
264
1.1%
398
1.7%
7.0
162
0.7%
292
1.3%
8.0
114
0.5%
183
0.8%
9.0
68
0.3%
137
0.6%
10.0
38
0.2%
80
0.3%
11.0
18
<0.1%
63
0.3%
LARGEST VALUES
24.0
1
<0.1%
0
0.0%
17.0
3
<0.1%
2
<0.1%
16.0
5
<0.1%
3
<0.1%
15.0
2
<0.1%
2
<0.1%
14.0
8
<0.1%
16
<0.1%
13.0
10
<0.1%
17
<0.1%
12.0
11
<0.1%
45
0.2%
11.0
18
<0.1%
63
0.3%
10.0
38
0.2%
80
0.3%
9.0
68
0.3%
137
0.6%
8.0
114
0.5%
183
0.8%
7.0
162
0.7%
292
1.3%
6.0
264
1.1%
398
1.7%
5.0
412
1.7%
566
2.5%
4.0
700
2.9%
829
3.6%
ALL_Num_Trades_180_Days
MISSING:
912
(4%)
1,930
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Score_MI
0.95
ALL_Num_Open_Satisf_Trades
0.94
ALL_Num_Open_Trades
0.92
ALL_Num_Ever_Trades
0.80
Debt_Review_Score
0.79
ALL_Perc_Payments_2Years
0.68
Num_Accounts_All
0.54
ALL_Avg_Months_On_Book
0.51
ALL_Perc_Satisf_To_Open_Trades
0.51
ALL_Time_MR_Trade
0.47
ALL_Perc_Utilisation
0.39
Num_EDO_Out_G1_L3M
0.28
Total_Num_Outflow_L3M
0.20
TAB7
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.97
Thin_File_Flag
0.70
C_Telephones
0.65
Enquiry_Only_Flag
0.53
Num_Accounts_CC
0.20
Num_Accounts_Veh
0.12
Num_Loan_Out_G1_L3M
0.03
TAB1
0.03
TAB5
0.02
Num_MoneySend_In_G1_L3M
0.01
TAB10
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
12,811
53.4%
12,438
53.9%
-7.0
3,990
16.6%
3,347
14.5%
-9.0
3,548
14.8%
3,577
15.5%
1.0
2,360
9.8%
2,220
9.6%
2.0
605
2.5%
608
2.6%
3.0
234
1.0%
255
1.1%
4.0
111
0.5%
149
0.6%
5.0
106
0.4%
113
0.5%
6.0
75
0.3%
126
0.5%
-6.0
45
0.2%
60
0.3%
7.0
31
0.1%
47
0.2%
8.0
25
0.1%
27
0.1%
9.0
13
<0.1%
22
<0.1%
10.0
13
<0.1%
18
<0.1%
12.0
9
<0.1%
12
<0.1%
SMALLEST VALUES
-9.0
3,548
14.8%
3,577
15.5%
-7.0
3,990
16.6%
3,347
14.5%
-6.0
45
0.2%
60
0.3%
0.0
12,811
53.4%
12,438
53.9%
1.0
2,360
9.8%
2,220
9.6%
2.0
605
2.5%
608
2.6%
3.0
234
1.0%
255
1.1%
4.0
111
0.5%
149
0.6%
5.0
106
0.4%
113
0.5%
6.0
75
0.3%
126
0.5%
7.0
31
0.1%
47
0.2%
8.0
25
0.1%
27
0.1%
9.0
13
<0.1%
22
<0.1%
10.0
13
<0.1%
18
<0.1%
11.0
9
<0.1%
20
<0.1%
LARGEST VALUES
53.0
1
<0.1%
0
0.0%
26.0
1
<0.1%
0
0.0%
24.0
1
<0.1%
0
0.0%
21.0
1
<0.1%
0
0.0%
19.0
2
<0.1%
1
<0.1%
18.0
1
<0.1%
0
0.0%
17.0
1
<0.1%
3
<0.1%
15.0
3
<0.1%
1
<0.1%
14.0
1
<0.1%
9
<0.1%
13.0
5
<0.1%
2
<0.1%
12.0
9
<0.1%
12
<0.1%
11.0
9
<0.1%
20
<0.1%
10.0
13
<0.1%
18
<0.1%
9.0
13
<0.1%
22
<0.1%
8.0
25
0.1%
27
0.1%
ALL_Val_OD_Bal_1_Year
MISSING:
912
(4%)
1,930
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Accounts_All
0.25
ALL_Num_Ever_Trades
0.24
ALL_Num_Open_Trades
0.21
ALL_Avg_Months_On_Book
0.19
Num_EDO_Out_G1_L3M
0.16
Total_Amt_Outflow_L3M
-0.14
Total_Num_Outflow_L3M
0.14
ALL_Perc_Utilisation
0.14
ALL_Num_Trades_180_Days
0.14
ALL_Num_Open_Satisf_Trades
0.13
Amt_Prepaid_Out_G1_L3M
-0.13
Amt_Outflow_G1_L3M
-0.13
Score_MI
0.13
Amt_Airtime
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.26
C_Telephones
0.20
Num_Accounts_Veh
0.20
Num_Accounts_CC
0.18
Num_MoneySend_In_G1_L3M
0.11
Enquiry_Only_Flag
0.08
Thin_File_Flag
0.08
TAB1
0.02
TAB5
0.02
TAB10
0.01
Num_Loan_Out_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
8,077
33.7%
8,207
35.6%
-7.0
3,990
16.6%
3,347
14.5%
-9.0
3,548
14.8%
3,577
15.5%
-6.0
45
0.2%
60
0.3%
240.0
20
<0.1%
10
<0.1%
310.0
19
<0.1%
6
<0.1%
249.0
17
<0.1%
7
<0.1%
1.0
17
<0.1%
12
<0.1%
225.0
16
<0.1%
12
<0.1%
268.0
15
<0.1%
9
<0.1%
100.0
15
<0.1%
10
<0.1%
139.0
14
<0.1%
9
<0.1%
210.0
14
<0.1%
5
<0.1%
270.0
14
<0.1%
11
<0.1%
50.0
13
<0.1%
9
<0.1%
SMALLEST VALUES
-9.0
3,548
14.8%
3,577
15.5%
-7.0
3,990
16.6%
3,347
14.5%
-6.0
45
0.2%
60
0.3%
0.0
8,077
33.7%
8,207
35.6%
1.0
17
<0.1%
12
<0.1%
2.0
8
<0.1%
11
<0.1%
3.0
6
<0.1%
6
<0.1%
4.0
5
<0.1%
7
<0.1%
5.0
5
<0.1%
9
<0.1%
6.0
4
<0.1%
6
<0.1%
7.0
1
<0.1%
4
<0.1%
8.0
3
<0.1%
4
<0.1%
9.0
5
<0.1%
3
<0.1%
10.0
6
<0.1%
3
<0.1%
11.0
4
<0.1%
4
<0.1%
LARGEST VALUES
587897.0
1
<0.1%
0
0.0%
478010.0
1
<0.1%
0
0.0%
432654.0
1
<0.1%
0
0.0%
428364.0
1
<0.1%
0
0.0%
391706.0
1
<0.1%
0
0.0%
322566.0
1
<0.1%
0
0.0%
273379.0
1
<0.1%
0
0.0%
264182.0
1
<0.1%
0
0.0%
256638.0
1
<0.1%
0
0.0%
251501.0
1
<0.1%
0
0.0%
247194.0
1
<0.1%
0
0.0%
231187.0
1
<0.1%
0
0.0%
231046.0
1
<0.1%
0
0.0%
228369.0
1
<0.1%
0
0.0%
225362.0
1
<0.1%
0
0.0%
C_Telephones
MISSING:
912
(4%)
1,930
(8%)
TOP CATEGORIES
5.0
10,495
44%
12,037
52%
0.0
5,931
25%
4,718
20%
2.0
2,433
10%
1,964
9%
1.0
1,990
8%
1,734
8%
3.0
1,582
7%
1,302
6%
4.0
1,571
7%
1,314
6%
ALL
24,002
100%
23,069
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
C_Telephones
PROVIDES INFORMATION ON...
BehaviourType
1.00
Enquiry_Only_Flag
0.24
Thin_File_Flag
0.20
Num_Accounts_CC
0.17
ALL_Max_Delq_Ever
0.16
Num_Accounts_Veh
0.14
Num_MoneySend_In_G1_L3M
0.10
Num_Loan_Out_G1_L3M
0.08
TAB10
0.00
TAB1
0.00
TAB5
0.00

THESE FEATURES
GIVE INFORMATION
ON C_Telephones:
ALL_Max_Delq_Ever
0.26
Enquiry_Only_Flag
0.07
Thin_File_Flag
0.05
Num_Accounts_CC
0.04
Num_Accounts_Veh
0.01
Num_Loan_Out_G1_L3M
0.00
TAB1
0.00
TAB10
0.00
Num_MoneySend_In_G1_L3M
0.00
TAB5
0.00
BehaviourType
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
CORRELATION RATIO WITH...
Score_MI
0.77
ALL_Num_Open_Trades
0.71
ALL_Num_Open_Satisf_Trades
0.68
ALL_Num_Trades_180_Days
0.65
ALL_Num_Ever_Trades
0.62
ALL_Avg_Months_On_Book
0.57
Debt_Review_Score
0.56
ALL_Perc_Payments_2Years
0.56
Num_Accounts_All
0.55
ALL_Time_MR_Trade
0.46
ALL_Perc_Utilisation
0.35
ALL_Perc_Satisf_To_Open_Trades
0.35
Num_EDO_Out_G1_L3M
0.32
ALL_Val_OD_Bal_1_Year
0.20
ALL_Perc_Satisf_To_Open_Trades
MISSING:
939
(4%)
1,996
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Perc_Payments_2Years
0.66
ALL_Num_Open_Satisf_Trades
0.63
Score_MI
0.53
ALL_Num_Open_Trades
0.51
ALL_Num_Trades_180_Days
0.51
Debt_Review_Score
0.48
Num_Accounts_All
0.37
ALL_Avg_Months_On_Book
0.34
ALL_Num_Ever_Trades
0.32
Num_EDO_Out_G1_L3M
0.21
ALL_Time_MR_Trade
0.18
ALL_Perc_Utilisation
0.15
Num_POS_Out_G1_L3M
0.14
Total_Num_Outflow_L3M
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.71
C_Telephones
0.35
Thin_File_Flag
0.32
Enquiry_Only_Flag
0.31
Num_Accounts_CC
0.21
Num_Accounts_Veh
0.14
TAB1
0.05
TAB5
0.04
TAB10
0.04
Num_Loan_Out_G1_L3M
0.03
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
7,308
30.5%
6,812
29.6%
-7.0
3,990
16.6%
3,347
14.6%
-9.0
3,546
14.8%
3,558
15.5%
100.0
2,229
9.3%
1,535
6.7%
50.0
1,362
5.7%
1,232
5.4%
33.0
721
3.0%
719
3.1%
66.0
536
2.2%
534
2.3%
25.0
448
1.9%
447
1.9%
20.0
315
1.3%
308
1.3%
16.0
243
1.0%
250
1.1%
40.0
236
1.0%
280
1.2%
75.0
222
0.9%
234
1.0%
60.0
205
0.9%
213
0.9%
14.0
182
0.8%
192
0.8%
28.0
128
0.5%
152
0.7%
SMALLEST VALUES
-9.0
3,546
14.8%
3,558
15.5%
-7.0
3,990
16.6%
3,347
14.6%
-6.0
45
0.2%
60
0.3%
0.0
7,308
30.5%
6,812
29.6%
1.0
3
<0.1%
10
<0.1%
2.0
24
0.1%
44
0.2%
3.0
24
0.1%
49
0.2%
4.0
47
0.2%
52
0.2%
5.0
71
0.3%
91
0.4%
6.0
61
0.3%
57
0.2%
7.0
75
0.3%
74
0.3%
8.0
59
0.2%
68
0.3%
9.0
66
0.3%
76
0.3%
10.0
85
0.4%
109
0.5%
11.0
98
0.4%
102
0.4%
LARGEST VALUES
100.0
2,229
9.3%
1,535
6.7%
92.0
1
<0.1%
0
0.0%
90.0
3
<0.1%
10
<0.1%
88.0
4
<0.1%
4
<0.1%
87.0
16
<0.1%
20
<0.1%
85.0
28
0.1%
32
0.1%
84.0
2
<0.1%
2
<0.1%
83.0
47
0.2%
62
0.3%
81.0
5
<0.1%
10
<0.1%
80.0
126
0.5%
116
0.5%
78.0
1
<0.1%
2
<0.1%
77.0
17
<0.1%
23
<0.1%
76.0
6
<0.1%
10
<0.1%
75.0
222
0.9%
234
1.0%
73.0
2
<0.1%
9
<0.1%
ALL_Avg_Months_On_Book
MISSING:
1,156
(5%)
2,406
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Time_MR_Trade
0.64
ALL_Num_Open_Trades
0.61
ALL_Num_Open_Satisf_Trades
0.60
Score_MI
0.58
Debt_Review_Score
0.52
ALL_Num_Trades_180_Days
0.51
ALL_Perc_Payments_2Years
0.47
Num_Accounts_All
0.47
ALL_Num_Ever_Trades
0.47
ALL_Perc_Satisf_To_Open_Trades
0.34
ALL_Perc_Utilisation
0.25
Num_EDO_Out_G1_L3M
0.21
ALL_Val_OD_Bal_1_Year
0.19
Amt_POS_Out_G1_L3M
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.58
C_Telephones
0.57
Num_Accounts_CC
0.36
Enquiry_Only_Flag
0.34
Thin_File_Flag
0.34
Num_Accounts_Veh
0.14
TAB1
0.10
TAB5
0.09
TAB10
0.08
Num_Loan_Out_G1_L3M
0.03
Num_MoneySend_In_G1_L3M
0.02
BehaviourType
0.00
MOST FREQUENT VALUES
-7.0
3,990
16.8%
3,346
14.8%
-9.0
3,539
14.9%
3,542
15.7%
-1.0
1,264
5.3%
1,271
5.6%
31.0
339
1.4%
267
1.2%
22.0
319
1.3%
214
0.9%
20.0
311
1.3%
286
1.3%
30.0
310
1.3%
281
1.2%
21.0
301
1.3%
272
1.2%
33.0
285
1.2%
234
1.0%
25.0
285
1.2%
249
1.1%
19.0
283
1.2%
220
1.0%
29.0
283
1.2%
301
1.3%
26.0
282
1.2%
238
1.1%
18.0
280
1.2%
232
1.0%
34.0
276
1.2%
289
1.3%
SMALLEST VALUES
-9.0
3,539
14.9%
3,542
15.7%
-7.0
3,990
16.8%
3,346
14.8%
-6.0
45
0.2%
60
0.3%
-1.0
1,264
5.3%
1,271
5.6%
0.0
169
0.7%
114
0.5%
1.0
178
0.7%
147
0.7%
2.0
174
0.7%
101
0.4%
3.0
183
0.8%
173
0.8%
4.0
181
0.8%
146
0.6%
5.0
176
0.7%
138
0.6%
6.0
169
0.7%
101
0.4%
7.0
166
0.7%
135
0.6%
8.0
144
0.6%
131
0.6%
9.0
146
0.6%
127
0.6%
10.0
152
0.6%
131
0.6%
LARGEST VALUES
387.0
1
<0.1%
0
0.0%
375.0
1
<0.1%
0
0.0%
374.0
1
<0.1%
0
0.0%
372.0
1
<0.1%
0
0.0%
371.0
1
<0.1%
1
<0.1%
370.0
1
<0.1%
0
0.0%
364.0
1
<0.1%
0
0.0%
352.0
1
<0.1%
1
<0.1%
345.0
1
<0.1%
0
0.0%
342.0
1
<0.1%
0
0.0%
341.0
1
<0.1%
0
0.0%
334.0
1
<0.1%
0
0.0%
333.0
1
<0.1%
0
0.0%
326.0
1
<0.1%
0
0.0%
325.0
1
<0.1%
0
0.0%
ALL_Perc_Payments_2Years
MISSING:
1,156
(5%)
2,406
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Satisf_Trades
0.77
ALL_Num_Open_Trades
0.71
Score_MI
0.70
ALL_Num_Trades_180_Days
0.68
ALL_Perc_Satisf_To_Open_Trades
0.66
ALL_Num_Ever_Trades
0.59
Num_Accounts_All
0.54
Debt_Review_Score
0.52
ALL_Avg_Months_On_Book
0.47
Num_EDO_Out_G1_L3M
0.38
ALL_Time_MR_Trade
0.27
ALL_Perc_Utilisation
0.25
Total_Num_Outflow_L3M
0.21
Num_POS_Out_G1_L3M
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.76
C_Telephones
0.56
Enquiry_Only_Flag
0.41
Thin_File_Flag
0.41
Num_Accounts_CC
0.32
Num_Accounts_Veh
0.22
Num_Loan_Out_G1_L3M
0.05
TAB5
0.03
TAB10
0.03
TAB1
0.03
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
-7.0
3,990
16.8%
3,346
14.8%
-9.0
3,539
14.9%
3,542
15.7%
0.0
2,055
8.6%
2,150
9.5%
100.0
458
1.9%
380
1.7%
50.0
429
1.8%
392
1.7%
4.0
401
1.7%
282
1.2%
66.0
291
1.2%
252
1.1%
33.0
248
1.0%
220
1.0%
75.0
237
1.0%
253
1.1%
60.0
227
1.0%
184
0.8%
25.0
217
0.9%
188
0.8%
8.0
210
0.9%
171
0.8%
80.0
200
0.8%
239
1.1%
70.0
195
0.8%
206
0.9%
20.0
194
0.8%
149
0.7%
SMALLEST VALUES
-9.0
3,539
14.9%
3,542
15.7%
-7.0
3,990
16.8%
3,346
14.8%
-6.0
45
0.2%
60
0.3%
0.0
2,055
8.6%
2,150
9.5%
1.0
36
0.2%
31
0.1%
2.0
123
0.5%
100
0.4%
3.0
95
0.4%
68
0.3%
4.0
401
1.7%
282
1.2%
5.0
148
0.6%
128
0.6%
6.0
104
0.4%
127
0.6%
7.0
117
0.5%
108
0.5%
8.0
210
0.9%
171
0.8%
9.0
143
0.6%
85
0.4%
10.0
142
0.6%
104
0.5%
11.0
110
0.5%
80
0.4%
LARGEST VALUES
100.0
458
1.9%
380
1.7%
99.0
1
<0.1%
2
<0.1%
98.0
13
<0.1%
13
<0.1%
97.0
32
0.1%
53
0.2%
96.0
51
0.2%
54
0.2%
95.0
125
0.5%
127
0.6%
94.0
73
0.3%
103
0.5%
93.0
99
0.4%
123
0.5%
92.0
122
0.5%
132
0.6%
91.0
134
0.6%
142
0.6%
90.0
148
0.6%
179
0.8%
89.0
122
0.5%
156
0.7%
88.0
126
0.5%
165
0.7%
87.0
147
0.6%
201
0.9%
86.0
131
0.6%
182
0.8%
ALL_Time_MR_Trade
MISSING:
1,156
(5%)
2,406
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Avg_Months_On_Book
0.64
Debt_Review_Score
0.61
Score_MI
0.55
ALL_Num_Trades_180_Days
0.47
ALL_Num_Open_Satisf_Trades
0.44
ALL_Num_Open_Trades
0.42
ALL_Perc_Payments_2Years
0.27
ALL_Num_Ever_Trades
0.26
ALL_Perc_Satisf_To_Open_Trades
0.18
ALL_Perc_Utilisation
0.14
ALL_Val_OD_Bal_1_Year
0.09
Num_Accounts_All
0.09
Amt_POS_Out_G1_L3M
-0.06
Total_Amt_Inflow_L3M
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.56
C_Telephones
0.46
Thin_File_Flag
0.34
Enquiry_Only_Flag
0.33
Num_Accounts_CC
0.07
TAB5
0.06
TAB1
0.05
TAB10
0.05
Num_Loan_Out_G1_L3M
0.01
Num_Accounts_Veh
0.01
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
-7.0
3,990
16.8%
3,346
14.8%
-9.0
3,539
14.9%
3,542
15.7%
1.0
744
3.1%
667
3.0%
0.0
640
2.7%
766
3.4%
2.0
557
2.3%
409
1.8%
4.0
542
2.3%
582
2.6%
3.0
534
2.2%
622
2.8%
5.0
508
2.1%
483
2.1%
6.0
434
1.8%
389
1.7%
16.0
399
1.7%
412
1.8%
18.0
398
1.7%
388
1.7%
19.0
386
1.6%
325
1.4%
17.0
385
1.6%
401
1.8%
7.0
384
1.6%
372
1.6%
21.0
379
1.6%
304
1.3%
SMALLEST VALUES
-9.0
3,539
14.9%
3,542
15.7%
-7.0
3,990
16.8%
3,346
14.8%
-6.0
45
0.2%
60
0.3%
0.0
640
2.7%
766
3.4%
1.0
744
3.1%
667
3.0%
2.0
557
2.3%
409
1.8%
3.0
534
2.2%
622
2.8%
4.0
542
2.3%
582
2.6%
5.0
508
2.1%
483
2.1%
6.0
434
1.8%
389
1.7%
7.0
384
1.6%
372
1.6%
8.0
327
1.4%
312
1.4%
9.0
315
1.3%
284
1.3%
10.0
262
1.1%
218
1.0%
11.0
192
0.8%
88
0.4%
LARGEST VALUES
417.0
1
<0.1%
0
0.0%
375.0
1
<0.1%
0
0.0%
374.0
1
<0.1%
0
0.0%
371.0
1
<0.1%
0
0.0%
342.0
1
<0.1%
0
0.0%
341.0
1
<0.1%
0
0.0%
336.0
1
<0.1%
0
0.0%
334.0
1
<0.1%
0
0.0%
333.0
2
<0.1%
1
<0.1%
324.0
1
<0.1%
1
<0.1%
321.0
1
<0.1%
0
0.0%
316.0
1
<0.1%
0
0.0%
309.0
1
<0.1%
2
<0.1%
307.0
1
<0.1%
0
0.0%
299.0
1
<0.1%
2
<0.1%
ALL_Num_Open_Trades
MISSING:
973
(4%)
2,091
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Satisf_Trades
0.97
ALL_Num_Trades_180_Days
0.92
Score_MI
0.92
ALL_Num_Ever_Trades
0.84
Num_Accounts_All
0.77
ALL_Perc_Payments_2Years
0.71
Debt_Review_Score
0.70
ALL_Avg_Months_On_Book
0.61
ALL_Perc_Satisf_To_Open_Trades
0.51
ALL_Time_MR_Trade
0.42
ALL_Perc_Utilisation
0.42
Num_EDO_Out_G1_L3M
0.37
Total_Num_Outflow_L3M
0.24
ALL_Val_OD_Bal_1_Year
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.93
C_Telephones
0.71
Thin_File_Flag
0.64
Enquiry_Only_Flag
0.53
Num_Accounts_CC
0.37
Num_Accounts_Veh
0.24
Num_Loan_Out_G1_L3M
0.05
TAB1
0.02
Num_MoneySend_In_G1_L3M
0.01
TAB5
0.01
TAB10
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
1.0
5,407
22.6%
4,620
20.2%
-7.0
3,990
16.7%
3,346
14.6%
-9.0
3,544
14.8%
3,554
15.5%
2.0
3,287
13.7%
2,729
11.9%
3.0
2,093
8.7%
1,929
8.4%
4.0
1,461
6.1%
1,422
6.2%
0.0
1,276
5.3%
1,293
5.6%
5.0
926
3.9%
1,125
4.9%
6.0
642
2.7%
832
3.6%
7.0
423
1.8%
539
2.4%
8.0
294
1.2%
415
1.8%
9.0
172
0.7%
310
1.4%
10.0
125
0.5%
208
0.9%
11.0
84
0.4%
178
0.8%
12.0
55
0.2%
111
0.5%
SMALLEST VALUES
-9.0
3,544
14.8%
3,554
15.5%
-7.0
3,990
16.7%
3,346
14.6%
-6.0
45
0.2%
60
0.3%
0.0
1,276
5.3%
1,293
5.6%
1.0
5,407
22.6%
4,620
20.2%
2.0
3,287
13.7%
2,729
11.9%
3.0
2,093
8.7%
1,929
8.4%
4.0
1,461
6.1%
1,422
6.2%
5.0
926
3.9%
1,125
4.9%
6.0
642
2.7%
832
3.6%
7.0
423
1.8%
539
2.4%
8.0
294
1.2%
415
1.8%
9.0
172
0.7%
310
1.4%
10.0
125
0.5%
208
0.9%
11.0
84
0.4%
178
0.8%
LARGEST VALUES
31.0
1
<0.1%
0
0.0%
28.0
1
<0.1%
0
0.0%
27.0
1
<0.1%
0
0.0%
26.0
1
<0.1%
0
0.0%
25.0
1
<0.1%
1
<0.1%
24.0
2
<0.1%
0
0.0%
23.0
1
<0.1%
1
<0.1%
22.0
1
<0.1%
1
<0.1%
21.0
2
<0.1%
3
<0.1%
20.0
2
<0.1%
2
<0.1%
19.0
4
<0.1%
10
<0.1%
18.0
5
<0.1%
11
<0.1%
17.0
4
<0.1%
15
<0.1%
16.0
10
<0.1%
20
<0.1%
15.0
16
<0.1%
35
0.2%
Debt_Review_Score
MISSING:
973
(4%)
2,091
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Score_MI
0.89
ALL_Num_Trades_180_Days
0.79
ALL_Num_Open_Satisf_Trades
0.75
ALL_Num_Open_Trades
0.70
ALL_Time_MR_Trade
0.61
ALL_Perc_Payments_2Years
0.52
ALL_Avg_Months_On_Book
0.52
ALL_Perc_Satisf_To_Open_Trades
0.48
ALL_Num_Ever_Trades
0.46
ALL_Perc_Utilisation
0.24
Num_Accounts_All
0.21
Total_Num_Inflow_L3M
0.09
Total_Num_Outflow_L3M
0.08
Num_Inflow_G1_L3M
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.95
C_Telephones
0.56
Enquiry_Only_Flag
0.26
Thin_File_Flag
0.15
TAB1
0.08
Num_Accounts_CC
0.07
TAB5
0.05
TAB10
0.05
Num_Accounts_Veh
0.03
Num_Loan_Out_G1_L3M
0.01
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
640.0
3,544
14.8%
3,555
15.5%
606.0
2,846
11.9%
2,383
10.4%
594.0
1,128
4.7%
948
4.1%
821.0
523
2.2%
410
1.8%
815.0
426
1.8%
304
1.3%
854.0
403
1.7%
386
1.7%
795.0
386
1.6%
362
1.6%
830.0
346
1.4%
262
1.1%
848.0
270
1.1%
179
0.8%
789.0
256
1.1%
224
1.0%
824.0
245
1.0%
151
0.7%
767.0
228
1.0%
330
1.4%
791.0
217
0.9%
185
0.8%
803.0
205
0.9%
180
0.8%
819.0
201
0.8%
190
0.8%
SMALLEST VALUES
575.0
2
<0.1%
1
<0.1%
589.0
14
<0.1%
14
<0.1%
594.0
1,128
4.7%
948
4.1%
606.0
2,846
11.9%
2,383
10.4%
632.0
1
<0.1%
0
0.0%
635.0
1
<0.1%
0
0.0%
636.0
1
<0.1%
2
<0.1%
637.0
1
<0.1%
0
0.0%
640.0
3,544
14.8%
3,555
15.5%
641.0
2
<0.1%
0
0.0%
644.0
1
<0.1%
0
0.0%
645.0
1
<0.1%
0
0.0%
646.0
1
<0.1%
1
<0.1%
647.0
4
<0.1%
0
0.0%
649.0
2
<0.1%
3
<0.1%
LARGEST VALUES
861.0
14
<0.1%
34
0.1%
855.0
8
<0.1%
17
<0.1%
854.0
403
1.7%
386
1.7%
852.0
29
0.1%
24
0.1%
849.0
29
0.1%
57
0.2%
848.0
270
1.1%
179
0.8%
846.0
11
<0.1%
10
<0.1%
845.0
97
0.4%
99
0.4%
844.0
9
<0.1%
17
<0.1%
843.0
33
0.1%
38
0.2%
842.0
29
0.1%
30
0.1%
840.0
5
<0.1%
5
<0.1%
839.0
68
0.3%
45
0.2%
838.0
5
<0.1%
9
<0.1%
837.0
199
0.8%
150
0.7%
ALL_Max_Delq_Ever
MISSING:
912
(4%)
1,930
(8%)
TOP CATEGORIES
9
5,555
23%
5,400
23%
$
3,990
17%
3,347
15%
!
3,548
15%
3,577
16%
0
2,223
9%
2,241
10%
13
1,894
8%
1,561
7%
1
1,450
6%
1,475
6%
8
1,054
4%
1,029
4%
2
845
4%
858
4%
12
737
3%
771
3%
4
674
3%
715
3%
3
665
3%
717
3%
6
494
2%
481
2%
5
484
2%
455
2%
7
341
1%
377
2%
@
45
<1%
60
<1%
11
2
<1%
3
<1%
10
1
<1%
2
<1%
ALL
24,002
100%
23,069
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ALL_Max_Delq_Ever
PROVIDES INFORMATION ON...
BehaviourType
1.00
Enquiry_Only_Flag
1.00
Thin_File_Flag
1.00
C_Telephones
0.26
Num_MoneySend_In_G1_L3M
0.23
Num_Loan_Out_G1_L3M
0.15
Num_Accounts_CC
0.12
Num_Accounts_Veh
0.11
TAB1
0.05
TAB10
0.05
TAB5
0.05

THESE FEATURES
GIVE INFORMATION
ON ALL_Max_Delq_Ever:
Enquiry_Only_Flag
0.19
Thin_File_Flag
0.17
C_Telephones
0.16
Num_Accounts_CC
0.02
Num_Accounts_Veh
0.01
TAB1
0.00
TAB5
0.00
TAB10
0.00
Num_Loan_Out_G1_L3M
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
CORRELATION RATIO WITH...
Score_MI
0.99
ALL_Num_Trades_180_Days
0.97
Debt_Review_Score
0.95
ALL_Num_Open_Satisf_Trades
0.95
ALL_Num_Open_Trades
0.93
ALL_Perc_Payments_2Years
0.76
ALL_Num_Ever_Trades
0.73
ALL_Perc_Satisf_To_Open_Trades
0.71
ALL_Avg_Months_On_Book
0.58
ALL_Time_MR_Trade
0.56
Num_Accounts_All
0.54
ALL_Perc_Utilisation
0.46
ALL_Val_OD_Bal_1_Year
0.26
Num_EDO_Out_G1_L3M
0.26
Score_MI
MISSING:
973
(4%)
2,091
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Trades_180_Days
0.95
ALL_Num_Open_Satisf_Trades
0.94
ALL_Num_Open_Trades
0.92
Debt_Review_Score
0.89
ALL_Num_Ever_Trades
0.72
ALL_Perc_Payments_2Years
0.70
ALL_Avg_Months_On_Book
0.58
ALL_Time_MR_Trade
0.55
ALL_Perc_Satisf_To_Open_Trades
0.53
Num_Accounts_All
0.50
ALL_Perc_Utilisation
0.38
Num_EDO_Out_G1_L3M
0.25
Total_Num_Outflow_L3M
0.18
Total_Num_Inflow_L3M
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.99
C_Telephones
0.77
Enquiry_Only_Flag
0.61
Thin_File_Flag
0.56
Num_Accounts_CC
0.23
Num_Accounts_Veh
0.13
TAB1
0.05
Num_Loan_Out_G1_L3M
0.03
TAB5
0.02
TAB10
0.02
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
1.0
6,770
28.3%
5,817
25.4%
617.0
1,005
4.2%
736
3.2%
621.0
844
3.5%
653
2.9%
615.0
797
3.3%
597
2.6%
611.0
444
1.9%
332
1.4%
619.0
440
1.8%
359
1.6%
623.0
424
1.8%
350
1.5%
609.0
400
1.7%
288
1.3%
607.0
370
1.5%
282
1.2%
625.0
360
1.5%
338
1.5%
613.0
351
1.5%
269
1.2%
622.0
348
1.5%
327
1.4%
2.0
314
1.3%
397
1.7%
636.0
313
1.3%
266
1.2%
629.0
310
1.3%
339
1.5%
SMALLEST VALUES
1.0
6,770
28.3%
5,817
25.4%
2.0
314
1.3%
397
1.7%
3.0
195
0.8%
206
0.9%
4.0
255
1.1%
480
2.1%
572.0
1
<0.1%
0
0.0%
574.0
1
<0.1%
1
<0.1%
575.0
2
<0.1%
0
0.0%
577.0
2
<0.1%
0
0.0%
579.0
1
<0.1%
1
<0.1%
581.0
1
<0.1%
1
<0.1%
582.0
4
<0.1%
8
<0.1%
583.0
2
<0.1%
3
<0.1%
584.0
1
<0.1%
7
<0.1%
585.0
5
<0.1%
11
<0.1%
586.0
6
<0.1%
7
<0.1%
LARGEST VALUES
728.0
6
<0.1%
8
<0.1%
724.0
4
<0.1%
9
<0.1%
723.0
1
<0.1%
1
<0.1%
722.0
3
<0.1%
6
<0.1%
721.0
2
<0.1%
4
<0.1%
718.0
2
<0.1%
12
<0.1%
717.0
2
<0.1%
3
<0.1%
715.0
2
<0.1%
4
<0.1%
714.0
6
<0.1%
9
<0.1%
713.0
6
<0.1%
4
<0.1%
712.0
11
<0.1%
11
<0.1%
711.0
3
<0.1%
8
<0.1%
710.0
7
<0.1%
11
<0.1%
709.0
13
<0.1%
9
<0.1%
708.0
5
<0.1%
9
<0.1%
Thin_File_Flag
MISSING:
912
(4%)
1,930
(8%)
TOP CATEGORIES
0.0
20,453
85%
19,492
84%
1.0
3,549
15%
3,577
16%
ALL
24,002
100%
23,069
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Thin_File_Flag
PROVIDES INFORMATION ON...
BehaviourType
1.00
ALL_Max_Delq_Ever
0.17
Enquiry_Only_Flag
0.06
C_Telephones
0.05
Num_Accounts_CC
0.04
Num_Accounts_Veh
0.03
Num_MoneySend_In_G1_L3M
0.02
Num_Loan_Out_G1_L3M
0.02
TAB1
0.00
TAB5
0.00
TAB10
0.00

THESE FEATURES
GIVE INFORMATION
ON Thin_File_Flag:
ALL_Max_Delq_Ever
1.00
C_Telephones
0.20
Enquiry_Only_Flag
0.07
Num_Accounts_CC
0.03
Num_Accounts_Veh
0.01
TAB1
0.00
Num_Loan_Out_G1_L3M
0.00
TAB5
0.00
Num_MoneySend_In_G1_L3M
0.00
TAB10
0.00
BehaviourType
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Thin_File_Flag
CORRELATION RATIO WITH...
ALL_Num_Trades_180_Days
0.70
ALL_Num_Open_Satisf_Trades
0.67
ALL_Num_Open_Trades
0.64
Score_MI
0.56
ALL_Num_Ever_Trades
0.49
ALL_Perc_Payments_2Years
0.41
ALL_Avg_Months_On_Book
0.34
ALL_Time_MR_Trade
0.34
ALL_Perc_Satisf_To_Open_Trades
0.32
Num_Accounts_All
0.29
ALL_Perc_Utilisation
0.24
Debt_Review_Score
0.15
Num_EDO_Out_G1_L3M
0.15
Total_Num_Outflow_L3M
0.11
Enquiry_Only_Flag
MISSING:
912
(4%)
1,930
(8%)
TOP CATEGORIES
0.0
20,012
83%
19,722
85%
1.0
3,990
17%
3,347
15%
ALL
24,002
100%
23,069
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Enquiry_Only_Flag
PROVIDES INFORMATION ON...
BehaviourType
1.00
ALL_Max_Delq_Ever
0.19
C_Telephones
0.07
Thin_File_Flag
0.07
Num_Accounts_CC
0.04
Num_MoneySend_In_G1_L3M
0.04
Num_Accounts_Veh
0.04
Num_Loan_Out_G1_L3M
0.02
TAB5
0.00
TAB10
0.00
TAB1
0.00

THESE FEATURES
GIVE INFORMATION
ON Enquiry_Only_Flag:
ALL_Max_Delq_Ever
1.00
C_Telephones
0.24
Thin_File_Flag
0.06
Num_Accounts_CC
0.03
Num_Accounts_Veh
0.01
Num_Loan_Out_G1_L3M
0.00
Num_MoneySend_In_G1_L3M
0.00
TAB5
0.00
TAB10
0.00
TAB1
0.00
BehaviourType
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Enquiry_Only_Flag
CORRELATION RATIO WITH...
Score_MI
0.61
ALL_Num_Trades_180_Days
0.53
ALL_Num_Open_Trades
0.53
ALL_Num_Open_Satisf_Trades
0.53
ALL_Num_Ever_Trades
0.42
ALL_Perc_Payments_2Years
0.41
ALL_Avg_Months_On_Book
0.34
ALL_Time_MR_Trade
0.33
ALL_Perc_Satisf_To_Open_Trades
0.31
Num_Accounts_All
0.31
Debt_Review_Score
0.26
ALL_Perc_Utilisation
0.24
Num_EDO_Out_G1_L3M
0.15
Total_Num_Outflow_L3M
0.10
Num_Accounts_All
MISSING:
912
(4%)
1,930
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Trades
0.77
ALL_Num_Ever_Trades
0.74
ALL_Num_Open_Satisf_Trades
0.68
ALL_Perc_Payments_2Years
0.54
ALL_Num_Trades_180_Days
0.54
Score_MI
0.50
ALL_Avg_Months_On_Book
0.47
Num_EDO_Out_G1_L3M
0.45
ALL_Perc_Satisf_To_Open_Trades
0.37
ALL_Perc_Utilisation
0.33
Total_Num_Outflow_L3M
0.26
ALL_Val_OD_Bal_1_Year
0.25
Debt_Review_Score
0.21
Num_Outflow_CC_L3M
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.55
Num_Accounts_CC
0.54
ALL_Max_Delq_Ever
0.54
Num_Accounts_Veh
0.37
Enquiry_Only_Flag
0.31
Thin_File_Flag
0.29
Num_Loan_Out_G1_L3M
0.07
TAB1
0.02
TAB5
0.02
TAB10
0.01
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
10,027
41.8%
9,180
39.8%
1.0
5,581
23.3%
4,798
20.8%
2.0
3,151
13.1%
2,738
11.9%
3.0
1,968
8.2%
1,871
8.1%
4.0
1,231
5.1%
1,354
5.9%
5.0
741
3.1%
943
4.1%
6.0
466
1.9%
680
2.9%
7.0
324
1.3%
438
1.9%
8.0
189
0.8%
337
1.5%
9.0
99
0.4%
236
1.0%
10.0
79
0.3%
160
0.7%
11.0
54
0.2%
124
0.5%
12.0
36
0.1%
66
0.3%
13.0
16
<0.1%
50
0.2%
14.0
9
<0.1%
39
0.2%
SMALLEST VALUES
0.0
10,027
41.8%
9,180
39.8%
1.0
5,581
23.3%
4,798
20.8%
2.0
3,151
13.1%
2,738
11.9%
3.0
1,968
8.2%
1,871
8.1%
4.0
1,231
5.1%
1,354
5.9%
5.0
741
3.1%
943
4.1%
6.0
466
1.9%
680
2.9%
7.0
324
1.3%
438
1.9%
8.0
189
0.8%
337
1.5%
9.0
99
0.4%
236
1.0%
10.0
79
0.3%
160
0.7%
11.0
54
0.2%
124
0.5%
12.0
36
0.1%
66
0.3%
13.0
16
<0.1%
50
0.2%
14.0
9
<0.1%
39
0.2%
LARGEST VALUES
28.0
1
<0.1%
0
0.0%
25.0
1
<0.1%
1
<0.1%
23.0
1
<0.1%
0
0.0%
22.0
1
<0.1%
0
0.0%
20.0
3
<0.1%
2
<0.1%
19.0
3
<0.1%
1
<0.1%
18.0
3
<0.1%
7
<0.1%
17.0
3
<0.1%
8
<0.1%
16.0
6
<0.1%
21
<0.1%
15.0
9
<0.1%
15
<0.1%
14.0
9
<0.1%
39
0.2%
13.0
16
<0.1%
50
0.2%
12.0
36
0.1%
66
0.3%
11.0
54
0.2%
124
0.5%
10.0
79
0.3%
160
0.7%
Num_Accounts_CC
MISSING:
912
(4%)
1,930
(8%)
TOP CATEGORIES
0.0
22,025
92%
19,866
86%
1.0
1,616
7%
2,427
11%
2.0
270
1%
578
3%
3.0
75
<1%
134
<1%
4.0
11
<1%
42
<1%
5.0
4
<1%
16
<1%
6.0
1
<1%
3
<1%
8.0
0
0%
2
<1%
7.0
0
0%
1
<1%
ALL
24,002
100%
23,069
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Num_Accounts_CC
PROVIDES INFORMATION ON...
BehaviourType
1.00
Num_Accounts_Veh
0.13
Num_Loan_Out_G1_L3M
0.06
C_Telephones
0.04
Enquiry_Only_Flag
0.03
Thin_File_Flag
0.03
Num_MoneySend_In_G1_L3M
0.03
ALL_Max_Delq_Ever
0.02
TAB10
0.01
TAB5
0.00
TAB1
0.00

THESE FEATURES
GIVE INFORMATION
ON Num_Accounts_CC:
C_Telephones
0.17
ALL_Max_Delq_Ever
0.12
Num_Accounts_Veh
0.06
Enquiry_Only_Flag
0.04
Thin_File_Flag
0.04
TAB1
0.00
Num_Loan_Out_G1_L3M
0.00
TAB10
0.00
TAB5
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
CORRELATION RATIO WITH...
Num_Accounts_All
0.54
Amt_EDO_Out_G1_L3M
0.46
Num_Outflow_CC_L3M
0.39
ALL_Num_Open_Trades
0.37
ALL_Avg_Months_On_Book
0.36
ALL_Num_Open_Satisf_Trades
0.35
ALL_Num_Ever_Trades
0.34
ALL_Perc_Payments_2Years
0.32
Amt_Outflow_G1_L3M
0.32
Total_Amt_Outflow_L3M
0.31
Num_EDO_Out_G1_L3M
0.31
MinBalanceAVG
0.25
Score_MI
0.23
MaxBalanceAVG
0.22
Num_Accounts_Veh
MISSING:
912
(4%)
1,930
(8%)
TOP CATEGORIES
0.0
23,254
97%
21,691
94%
1.0
680
3%
1,220
5%
2.0
57
<1%
127
<1%
4.0
5
<1%
8
<1%
3.0
5
<1%
21
<1%
7.0
1
<1%
0
0%
6.0
0
0%
1
<1%
5.0
0
0%
1
<1%
ALL
24,002
100%
23,069
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Num_Accounts_Veh
PROVIDES INFORMATION ON...
BehaviourType
1.00
Num_Accounts_CC
0.06
C_Telephones
0.01
Enquiry_Only_Flag
0.01
Thin_File_Flag
0.01
ALL_Max_Delq_Ever
0.01
Num_MoneySend_In_G1_L3M
0.00
Num_Loan_Out_G1_L3M
0.00
TAB10
0.00
TAB5
0.00
TAB1
0.00

THESE FEATURES
GIVE INFORMATION
ON Num_Accounts_Veh:
C_Telephones
0.14
Num_Accounts_CC
0.13
ALL_Max_Delq_Ever
0.11
Enquiry_Only_Flag
0.04
Thin_File_Flag
0.03
TAB10
0.00
TAB5
0.00
TAB1
0.00
Num_Loan_Out_G1_L3M
0.00
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
-0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_Veh
CORRELATION RATIO WITH...
Num_Accounts_All
0.37
Num_EDO_Out_G1_L3M
0.26
ALL_Num_Open_Trades
0.24
ALL_Num_Open_Satisf_Trades
0.24
ALL_Num_Ever_Trades
0.22
ALL_Perc_Payments_2Years
0.22
ALL_Val_OD_Bal_1_Year
0.20
Num_POS_Out_G1_L3M
0.16
Total_Num_Outflow_L3M
0.16
Amt_POS_Out_G1_L3M
0.15
Amt_Prepaid_Out_G1_L3M
0.14
ALL_Avg_Months_On_Book
0.14
ALL_Perc_Satisf_To_Open_Trades
0.14
Amt_EDO_Out_G1_L3M
0.14
Num_USSD
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Airtime
0.24
Num_Prepaid_Out_G1_L3M
0.23
Total_Num_Outflow_L3M
0.23
Amt_USSD
-0.21
Amt_Airtime
-0.19
Num_Pmt_Out_G1_L3M
0.19
Amt_Prepaid_Out_G1_L3M
-0.16
Num_CW_ATM_Out_G1_L3M
0.12
Num_App
-0.12
Num_Inflow_G1_L3M
0.10
Num_Elec_In_G1_L3M
0.10
Total_Num_Inflow_L3M
0.10
TAB9
-0.09
TAB8
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.09
C_Telephones
0.08
Num_Accounts_Veh
0.07
Enquiry_Only_Flag
0.05
Thin_File_Flag
0.03
TAB10
0.03
Num_Loan_Out_G1_L3M
0.03
TAB5
0.02
TAB1
0.02
Num_Accounts_CC
0.02
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
19,647
83.0%
17,547
88.0%
1.0
639
2.7%
514
2.6%
2.0
512
2.2%
357
1.8%
3.0
439
1.9%
255
1.3%
4.0
345
1.5%
220
1.1%
5.0
294
1.2%
211
1.1%
6.0
281
1.2%
128
0.6%
7.0
229
1.0%
119
0.6%
8.0
204
0.9%
96
0.5%
9.0
183
0.8%
90
0.5%
10.0
132
0.6%
75
0.4%
11.0
125
0.5%
66
0.3%
12.0
94
0.4%
34
0.2%
13.0
74
0.3%
36
0.2%
14.0
59
0.2%
37
0.2%
SMALLEST VALUES
0.0
19,647
83.0%
17,547
88.0%
1.0
639
2.7%
514
2.6%
2.0
512
2.2%
357
1.8%
3.0
439
1.9%
255
1.3%
4.0
345
1.5%
220
1.1%
5.0
294
1.2%
211
1.1%
6.0
281
1.2%
128
0.6%
7.0
229
1.0%
119
0.6%
8.0
204
0.9%
96
0.5%
9.0
183
0.8%
90
0.5%
10.0
132
0.6%
75
0.4%
11.0
125
0.5%
66
0.3%
12.0
94
0.4%
34
0.2%
13.0
74
0.3%
36
0.2%
14.0
59
0.2%
37
0.2%
LARGEST VALUES
56.0
1
<0.1%
0
0.0%
51.0
1
<0.1%
1
<0.1%
46.0
1
<0.1%
0
0.0%
43.0
1
<0.1%
0
0.0%
42.0
1
<0.1%
0
0.0%
40.0
2
<0.1%
1
<0.1%
39.0
1
<0.1%
0
0.0%
38.0
6
<0.1%
0
0.0%
37.0
3
<0.1%
1
<0.1%
36.0
6
<0.1%
0
0.0%
35.0
4
<0.1%
3
<0.1%
34.0
2
<0.1%
1
<0.1%
33.0
2
<0.1%
0
0.0%
32.0
4
<0.1%
1
<0.1%
31.0
3
<0.1%
1
<0.1%
Amt_USSD
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_USSD
-0.21
Total_Amt_Inflow_L3M
-0.16
Total_Amt_Outflow_L3M
0.14
Amt_Outflow_G1_L3M
0.12
MaxBalanceL3M
-0.12
MaxBalanceAVG
-0.09
Amt_Airtime
0.08
Total_Num_Outflow_L3M
-0.07
Num_Airtime
-0.07
Amt_POS_Out_G1_L3M
0.06
Num_Prepaid_Out_G1_L3M
-0.06
Amt_Prepaid_Out_G1_L3M
0.06
Amt_CW_ATM_Out_G1_L3M
0.05
Num_CW_ATM_Out_G1_L3M
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.04
C_Telephones
0.03
Num_Accounts_Veh
0.03
Num_Accounts_CC
0.02
Enquiry_Only_Flag
0.01
Thin_File_Flag
0.01
Num_Loan_Out_G1_L3M
0.01
TAB5
0.01
TAB10
0.01
TAB1
0.01
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
19,650
83.0%
17,547
88.0%
-200.0
95
0.4%
74
0.4%
-300.0
83
0.4%
69
0.3%
-500.0
80
0.3%
58
0.3%
-100.0
79
0.3%
48
0.2%
-1000.0
78
0.3%
62
0.3%
-400.0
69
0.3%
48
0.2%
-1500.0
47
0.2%
21
0.1%
-600.0
44
0.2%
28
0.1%
-700.0
38
0.2%
25
0.1%
-250.0
37
0.2%
27
0.1%
-800.0
36
0.2%
26
0.1%
-150.0
34
0.1%
31
0.2%
-1100.0
34
0.1%
20
0.1%
-450.0
34
0.1%
14
<0.1%
SMALLEST VALUES
-831600.0
1
<0.1%
0
0.0%
-647194.74
1
<0.1%
0
0.0%
-533452.0
1
<0.1%
0
0.0%
-408040.0
1
<0.1%
0
0.0%
-404760.0
1
<0.1%
0
0.0%
-350700.0
1
<0.1%
0
0.0%
-325000.0
1
<0.1%
0
0.0%
-303080.0
1
<0.1%
0
0.0%
-193438.0
1
<0.1%
0
0.0%
-171100.0
1
<0.1%
0
0.0%
-166300.0
1
<0.1%
0
0.0%
-136825.0
1
<0.1%
0
0.0%
-113070.0
1
<0.1%
0
0.0%
-112110.0
1
<0.1%
0
0.0%
-105010.0
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
19,650
83.0%
17,547
88.0%
-5.0
1
<0.1%
0
0.0%
-10.0
7
<0.1%
2
<0.1%
-15.0
1
<0.1%
0
0.0%
-20.0
4
<0.1%
4
<0.1%
-21.0
1
<0.1%
0
0.0%
-22.0
1
<0.1%
0
0.0%
-30.0
4
<0.1%
7
<0.1%
-34.0
1
<0.1%
0
0.0%
-40.0
4
<0.1%
6
<0.1%
-42.0
1
<0.1%
1
<0.1%
-50.0
26
0.1%
24
0.1%
-54.0
1
<0.1%
0
0.0%
-60.0
2
<0.1%
4
<0.1%
-70.0
6
<0.1%
0
0.0%
Num_App
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Num_Outflow_L3M
0.62
Num_Pmt_Out_G1_L3M
0.59
Num_Airtime
0.50
Amt_Airtime
-0.49
Amt_Prepaid_Out_G1_L3M
-0.48
Num_Prepaid_Out_G1_L3M
0.48
Num_RTC_Out_G1_L3M
0.46
Total_Num_Inflow_L3M
0.45
Num_Inflow_G1_L3M
0.43
Num_Pmt_In_G1_L3M
0.39
Num_POS_Out_G1_L3M
0.37
Num_Elec
0.27
Amt_Pmt_Out_G1_L3M
-0.27
Amt_POS_Out_G1_L3M
-0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_Veh
0.10
ALL_Max_Delq_Ever
0.10
Num_Accounts_CC
0.09
C_Telephones
0.06
TAB1
0.06
Thin_File_Flag
0.05
TAB5
0.05
TAB10
0.04
Num_MoneySend_In_G1_L3M
0.03
Num_Loan_Out_G1_L3M
0.03
Enquiry_Only_Flag
0.03
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
13,176
55.7%
13,539
67.9%
1.0
992
4.2%
893
4.5%
2.0
760
3.2%
634
3.2%
3.0
708
3.0%
513
2.6%
4.0
642
2.7%
434
2.2%
5.0
595
2.5%
417
2.1%
6.0
567
2.4%
377
1.9%
7.0
533
2.3%
297
1.5%
8.0
506
2.1%
302
1.5%
9.0
476
2.0%
261
1.3%
10.0
423
1.8%
212
1.1%
11.0
385
1.6%
186
0.9%
12.0
347
1.5%
162
0.8%
13.0
345
1.5%
168
0.8%
14.0
293
1.2%
135
0.7%
SMALLEST VALUES
0.0
13,176
55.7%
13,539
67.9%
1.0
992
4.2%
893
4.5%
2.0
760
3.2%
634
3.2%
3.0
708
3.0%
513
2.6%
4.0
642
2.7%
434
2.2%
5.0
595
2.5%
417
2.1%
6.0
567
2.4%
377
1.9%
7.0
533
2.3%
297
1.5%
8.0
506
2.1%
302
1.5%
9.0
476
2.0%
261
1.3%
10.0
423
1.8%
212
1.1%
11.0
385
1.6%
186
0.9%
12.0
347
1.5%
162
0.8%
13.0
345
1.5%
168
0.8%
14.0
293
1.2%
135
0.7%
LARGEST VALUES
545.0
1
<0.1%
0
0.0%
190.0
1
<0.1%
0
0.0%
135.0
1
<0.1%
0
0.0%
124.0
1
<0.1%
0
0.0%
120.0
2
<0.1%
0
0.0%
111.0
1
<0.1%
0
0.0%
101.0
1
<0.1%
0
0.0%
97.0
1
<0.1%
1
<0.1%
94.0
3
<0.1%
1
<0.1%
92.0
1
<0.1%
0
0.0%
89.0
2
<0.1%
0
0.0%
88.0
1
<0.1%
1
<0.1%
87.0
1
<0.1%
1
<0.1%
84.0
1
<0.1%
0
0.0%
81.0
1
<0.1%
1
<0.1%
Amt_App
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Pmt_Out_G1_L3M
0.57
Total_Amt_Inflow_L3M
-0.49
Total_Amt_Outflow_L3M
0.35
Amt_Outflow_G1_L3M
0.35
MaxBalanceL3M
-0.32
MaxBalanceAVG
-0.27
Amt_RTC_Out_G1_L3M
0.18
Num_App
-0.18
Num_Pmt_Out_G1_L3M
-0.13
Total_Num_Outflow_L3M
-0.13
Amt_POS_Out_G1_L3M
0.13
Num_RTC_Out_G1_L3M
-0.12
Amt_Prepaid_Out_G1_L3M
0.09
Num_POS_Out_G1_L3M
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.08
ALL_Max_Delq_Ever
0.05
C_Telephones
0.04
Num_Accounts_Veh
0.03
TAB1
0.03
Thin_File_Flag
0.03
TAB10
0.02
TAB5
0.02
Enquiry_Only_Flag
0.02
Num_MoneySend_In_G1_L3M
0.01
Num_Loan_Out_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
13,178
55.7%
13,540
67.9%
-100.0
78
0.3%
68
0.3%
-12.0
74
0.3%
49
0.2%
-200.0
64
0.3%
56
0.3%
-300.0
54
0.2%
41
0.2%
-1000.0
54
0.2%
30
0.2%
-50.0
46
0.2%
38
0.2%
-20.0
41
0.2%
38
0.2%
-30.0
40
0.2%
49
0.2%
-500.0
39
0.2%
34
0.2%
-600.0
37
0.2%
25
0.1%
-150.0
34
0.1%
32
0.2%
-400.0
32
0.1%
28
0.1%
-60.0
31
0.1%
17
<0.1%
-2000.0
30
0.1%
21
0.1%
SMALLEST VALUES
-4002250.0
1
<0.1%
0
0.0%
-3138458.23
1
<0.1%
0
0.0%
-2012457.0
1
<0.1%
0
0.0%
-1500000.0
1
<0.1%
0
0.0%
-1484650.0
1
<0.1%
0
0.0%
-1357936.0
1
<0.1%
0
0.0%
-1068219.35
1
<0.1%
0
0.0%
-954579.0
1
<0.1%
0
0.0%
-788701.5
1
<0.1%
0
0.0%
-738416.0
1
<0.1%
0
0.0%
-726482.4
1
<0.1%
0
0.0%
-693156.0
1
<0.1%
0
0.0%
-690292.0
1
<0.1%
0
0.0%
-688024.0
1
<0.1%
0
0.0%
-668130.5
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
13,178
55.7%
13,540
67.9%
-0.16
1
<0.1%
0
0.0%
-0.35
1
<0.1%
0
0.0%
-1.0
1
<0.1%
1
<0.1%
-1.3
1
<0.1%
0
0.0%
-2.0
1
<0.1%
0
0.0%
-2.23
1
<0.1%
0
0.0%
-2.9
1
<0.1%
0
0.0%
-4.0
1
<0.1%
0
0.0%
-4.14
1
<0.1%
0
0.0%
-4.28
1
<0.1%
0
0.0%
-4.72
1
<0.1%
0
0.0%
-5.0
3
<0.1%
1
<0.1%
-5.14
1
<0.1%
0
0.0%
-6.0
1
<0.1%
0
0.0%
Num_Elec
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Elec
-0.62
Amt_Prepaid_Out_G1_L3M
-0.40
Num_Prepaid_Out_G1_L3M
0.32
Total_Num_Outflow_L3M
0.30
Num_App
0.27
Num_Airtime
0.23
Num_POS_Out_G1_L3M
0.22
Amt_Airtime
-0.21
Total_Num_Inflow_L3M
0.19
Num_Inflow_G1_L3M
0.18
Amt_POS_Out_G1_L3M
-0.17
Num_Pmt_Out_G1_L3M
0.16
Num_Pmt_In_G1_L3M
0.15
Num_EDO_Out_G1_L3M
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.10
ALL_Max_Delq_Ever
0.09
Num_Accounts_CC
0.08
Num_Accounts_Veh
0.06
Num_Loan_Out_G1_L3M
0.06
Enquiry_Only_Flag
0.05
Thin_File_Flag
0.04
TAB10
0.02
TAB1
0.01
TAB5
0.01
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
20,466
86.5%
17,759
89.1%
1.0
1,704
7.2%
1,155
5.8%
2.0
764
3.2%
514
2.6%
3.0
335
1.4%
239
1.2%
4.0
184
0.8%
122
0.6%
5.0
101
0.4%
55
0.3%
6.0
49
0.2%
39
0.2%
7.0
22
<0.1%
17
<0.1%
8.0
15
<0.1%
11
<0.1%
9.0
9
<0.1%
6
<0.1%
10.0
3
<0.1%
2
<0.1%
12.0
3
<0.1%
2
<0.1%
11.0
3
<0.1%
7
<0.1%
19.0
1
<0.1%
0
0.0%
13.0
1
<0.1%
7
<0.1%
SMALLEST VALUES
0.0
20,466
86.5%
17,759
89.1%
1.0
1,704
7.2%
1,155
5.8%
2.0
764
3.2%
514
2.6%
3.0
335
1.4%
239
1.2%
4.0
184
0.8%
122
0.6%
5.0
101
0.4%
55
0.3%
6.0
49
0.2%
39
0.2%
7.0
22
<0.1%
17
<0.1%
8.0
15
<0.1%
11
<0.1%
9.0
9
<0.1%
6
<0.1%
10.0
3
<0.1%
2
<0.1%
11.0
3
<0.1%
7
<0.1%
12.0
3
<0.1%
2
<0.1%
13.0
1
<0.1%
7
<0.1%
14.0
1
<0.1%
1
<0.1%
LARGEST VALUES
23.0
1
<0.1%
1
<0.1%
19.0
1
<0.1%
0
0.0%
16.0
1
<0.1%
1
<0.1%
14.0
1
<0.1%
1
<0.1%
13.0
1
<0.1%
7
<0.1%
12.0
3
<0.1%
2
<0.1%
11.0
3
<0.1%
7
<0.1%
10.0
3
<0.1%
2
<0.1%
9.0
9
<0.1%
6
<0.1%
8.0
15
<0.1%
11
<0.1%
7.0
22
<0.1%
17
<0.1%
6.0
49
0.2%
39
0.2%
5.0
101
0.4%
55
0.3%
4.0
184
0.8%
122
0.6%
3.0
335
1.4%
239
1.2%
Amt_Elec
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Elec
-0.62
Amt_Prepaid_Out_G1_L3M
0.51
Total_Num_Outflow_L3M
-0.24
Num_POS_Out_G1_L3M
-0.22
Amt_POS_Out_G1_L3M
0.22
Num_App
-0.22
Num_Prepaid_Out_G1_L3M
-0.21
Amt_Airtime
0.18
Num_Pmt_Out_G1_L3M
-0.15
Num_EDO_Out_G1_L3M
-0.14
Num_Airtime
-0.14
Total_Amt_Outflow_L3M
0.14
Amt_Outflow_G1_L3M
0.14
Num_Accounts_All
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.11
C_Telephones
0.10
Num_Accounts_Veh
0.09
ALL_Max_Delq_Ever
0.08
Num_Loan_Out_G1_L3M
0.06
Enquiry_Only_Flag
0.04
Thin_File_Flag
0.03
TAB1
0.03
TAB5
0.02
TAB10
0.02
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
20,470
86.5%
17,760
89.1%
-30.0
428
1.8%
369
1.9%
-60.0
370
1.6%
273
1.4%
-100.0
271
1.1%
144
0.7%
-150.0
264
1.1%
150
0.8%
-50.0
223
0.9%
93
0.5%
-200.0
163
0.7%
90
0.5%
-90.0
127
0.5%
84
0.4%
-300.0
109
0.5%
76
0.4%
-250.0
102
0.4%
67
0.3%
-120.0
95
0.4%
74
0.4%
-400.0
59
0.2%
41
0.2%
-180.0
56
0.2%
42
0.2%
-210.0
50
0.2%
30
0.2%
-500.0
49
0.2%
45
0.2%
SMALLEST VALUES
-6000.0
1
<0.1%
0
0.0%
-4800.0
1
<0.1%
0
0.0%
-4000.0
1
<0.1%
1
<0.1%
-2900.0
1
<0.1%
0
0.0%
-2850.0
1
<0.1%
0
0.0%
-2500.0
2
<0.1%
1
<0.1%
-2400.0
1
<0.1%
1
<0.1%
-2250.0
1
<0.1%
1
<0.1%
-2200.0
2
<0.1%
1
<0.1%
-2150.0
1
<0.1%
0
0.0%
-2050.0
1
<0.1%
0
0.0%
-2000.0
4
<0.1%
3
<0.1%
-1900.0
1
<0.1%
1
<0.1%
-1825.0
1
<0.1%
0
0.0%
-1800.0
1
<0.1%
3
<0.1%
LARGEST VALUES
0.0
20,470
86.5%
17,760
89.1%
-10.0
5
<0.1%
4
<0.1%
-15.0
2
<0.1%
0
0.0%
-20.0
9
<0.1%
13
<0.1%
-30.0
428
1.8%
369
1.9%
-31.0
2
<0.1%
0
0.0%
-32.0
1
<0.1%
1
<0.1%
-33.0
1
<0.1%
0
0.0%
-34.0
1
<0.1%
1
<0.1%
-35.0
5
<0.1%
2
<0.1%
-38.0
1
<0.1%
1
<0.1%
-40.0
29
0.1%
20
0.1%
-45.0
2
<0.1%
1
<0.1%
-49.0
1
<0.1%
0
0.0%
-50.0
223
0.9%
93
0.5%
Num_Airtime
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Prepaid_Out_G1_L3M
0.88
Amt_Airtime
-0.77
Amt_Prepaid_Out_G1_L3M
-0.64
Total_Num_Outflow_L3M
0.64
Num_App
0.50
Num_POS_Out_G1_L3M
0.34
Num_Pmt_Out_G1_L3M
0.32
Total_Num_Inflow_L3M
0.31
Num_Inflow_G1_L3M
0.30
Num_Pmt_In_G1_L3M
0.28
Num_USSD
0.24
Amt_POS_Out_G1_L3M
-0.24
Num_Elec
0.23
Num_CW_ATM_Out_G1_L3M
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.13
C_Telephones
0.09
TAB1
0.07
Num_Accounts_Veh
0.07
TAB5
0.06
Thin_File_Flag
0.05
TAB10
0.05
Enquiry_Only_Flag
0.05
Num_Accounts_CC
0.05
Num_MoneySend_In_G1_L3M
0.01
Num_Loan_Out_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
9,014
38.1%
10,346
51.9%
1.0
1,764
7.5%
1,547
7.8%
2.0
1,699
7.2%
1,315
6.6%
3.0
1,428
6.0%
1,058
5.3%
4.0
1,346
5.7%
869
4.4%
5.0
1,126
4.8%
709
3.6%
6.0
996
4.2%
590
3.0%
7.0
907
3.8%
494
2.5%
8.0
718
3.0%
452
2.3%
9.0
655
2.8%
339
1.7%
10.0
517
2.2%
287
1.4%
11.0
463
2.0%
256
1.3%
12.0
404
1.7%
215
1.1%
13.0
363
1.5%
207
1.0%
14.0
259
1.1%
167
0.8%
SMALLEST VALUES
0.0
9,014
38.1%
10,346
51.9%
1.0
1,764
7.5%
1,547
7.8%
2.0
1,699
7.2%
1,315
6.6%
3.0
1,428
6.0%
1,058
5.3%
4.0
1,346
5.7%
869
4.4%
5.0
1,126
4.8%
709
3.6%
6.0
996
4.2%
590
3.0%
7.0
907
3.8%
494
2.5%
8.0
718
3.0%
452
2.3%
9.0
655
2.8%
339
1.7%
10.0
517
2.2%
287
1.4%
11.0
463
2.0%
256
1.3%
12.0
404
1.7%
215
1.1%
13.0
363
1.5%
207
1.0%
14.0
259
1.1%
167
0.8%
LARGEST VALUES
113.0
1
<0.1%
0
0.0%
87.0
1
<0.1%
0
0.0%
85.0
2
<0.1%
1
<0.1%
84.0
2
<0.1%
0
0.0%
81.0
1
<0.1%
0
0.0%
78.0
1
<0.1%
0
0.0%
73.0
1
<0.1%
1
<0.1%
72.0
1
<0.1%
0
0.0%
71.0
1
<0.1%
1
<0.1%
67.0
1
<0.1%
0
0.0%
66.0
1
<0.1%
1
<0.1%
65.0
5
<0.1%
2
<0.1%
63.0
4
<0.1%
2
<0.1%
62.0
4
<0.1%
2
<0.1%
61.0
1
<0.1%
1
<0.1%
Amt_Airtime
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Prepaid_Out_G1_L3M
0.79
Num_Airtime
-0.77
Num_Prepaid_Out_G1_L3M
-0.70
Total_Num_Outflow_L3M
-0.58
Num_App
-0.49
Num_POS_Out_G1_L3M
-0.36
Amt_POS_Out_G1_L3M
0.34
Num_Pmt_Out_G1_L3M
-0.33
Total_Num_Inflow_L3M
-0.28
Num_Inflow_G1_L3M
-0.27
Num_Pmt_In_G1_L3M
-0.24
Total_Amt_Outflow_L3M
0.22
Amt_Outflow_G1_L3M
0.21
Num_Elec
-0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.12
Num_Accounts_Veh
0.12
Num_Accounts_CC
0.11
C_Telephones
0.11
Thin_File_Flag
0.06
Enquiry_Only_Flag
0.06
TAB1
0.03
TAB5
0.03
TAB10
0.02
Num_MoneySend_In_G1_L3M
0.02
Num_Loan_Out_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
9,016
38.1%
10,346
51.9%
-12.0
718
3.0%
630
3.2%
-24.0
440
1.9%
384
1.9%
-30.0
334
1.4%
328
1.6%
-60.0
311
1.3%
196
1.0%
-36.0
248
1.0%
225
1.1%
-42.0
232
1.0%
227
1.1%
-48.0
229
1.0%
143
0.7%
-72.0
218
0.9%
133
0.7%
-84.0
202
0.9%
125
0.6%
-50.0
178
0.8%
148
0.7%
-54.0
151
0.6%
137
0.7%
-90.0
144
0.6%
112
0.6%
-100.0
143
0.6%
121
0.6%
-120.0
140
0.6%
82
0.4%
SMALLEST VALUES
-6531.81
1
<0.1%
0
0.0%
-6206.0
1
<0.1%
0
0.0%
-4936.0
1
<0.1%
0
0.0%
-4071.0
1
<0.1%
0
0.0%
-3947.0
1
<0.1%
0
0.0%
-3891.0
1
<0.1%
0
0.0%
-3485.5
1
<0.1%
0
0.0%
-3201.0
1
<0.1%
0
0.0%
-3115.0
1
<0.1%
0
0.0%
-3000.0
1
<0.1%
0
0.0%
-2912.0
1
<0.1%
0
0.0%
-2866.0
1
<0.1%
0
0.0%
-2862.0
1
<0.1%
0
0.0%
-2850.0
1
<0.1%
0
0.0%
-2803.0
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
9,016
38.1%
10,346
51.9%
-12.0
718
3.0%
630
3.2%
-13.0
8
<0.1%
5
<0.1%
-14.0
15
<0.1%
8
<0.1%
-15.0
67
0.3%
41
0.2%
-16.0
6
<0.1%
3
<0.1%
-17.0
16
<0.1%
15
<0.1%
-18.0
2
<0.1%
5
<0.1%
-19.0
5
<0.1%
2
<0.1%
-20.0
116
0.5%
79
0.4%
-21.0
2
<0.1%
4
<0.1%
-22.0
5
<0.1%
2
<0.1%
-23.0
2
<0.1%
3
<0.1%
-24.0
440
1.9%
384
1.9%
-25.0
23
<0.1%
19
<0.1%
CW1
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_POS_Out_G1_L3M
0.20
Total_Num_Outflow_L3M
0.17
Num_CW_ATM_Out_G1_L3M
0.16
TAB9
-0.16
TAB8
-0.14
Amt_POS_Out_G1_L3M
-0.12
TAB7
-0.12
Num_Airtime
0.11
Total_Num_Inflow_L3M
0.11
Num_Prepaid_Out_G1_L3M
0.11
Num_Inflow_G1_L3M
0.11
Num_Elec_In_G1_L3M
0.10
Amt_Airtime
-0.09
Amt_Prepaid_Out_G1_L3M
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.05
C_Telephones
0.03
Thin_File_Flag
0.03
Num_Accounts_Veh
0.03
Num_Accounts_CC
0.02
TAB5
0.02
TAB1
0.02
TAB10
0.02
Num_Loan_Out_G1_L3M
0.02
Num_MoneySend_In_G1_L3M
0.01
Enquiry_Only_Flag
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
-99.0
3,550
15.0%
4,626
23.2%
0.0
3,315
14.0%
3,640
18.3%
2.0
10
<0.1%
13
<0.1%
1.0
8
<0.1%
19
<0.1%
0.1155
7
<0.1%
1
<0.1%
10.0
7
<0.1%
15
<0.1%
1.875
7
<0.1%
1
<0.1%
5.0
7
<0.1%
6
<0.1%
15.0
7
<0.1%
3
<0.1%
0.1056
6
<0.1%
1
<0.1%
1.6
6
<0.1%
1
<0.1%
6.0
6
<0.1%
6
<0.1%
3.0
6
<0.1%
2
<0.1%
0.6944
5
<0.1%
3
<0.1%
0.0879
5
<0.1%
2
<0.1%
SMALLEST VALUES
-99.0
3,550
15.0%
4,626
23.2%
0.0
3,315
14.0%
3,640
18.3%
0.003
1
<0.1%
0
0.0%
0.0032
1
<0.1%
0
0.0%
0.0033
1
<0.1%
0
0.0%
0.0034
1
<0.1%
0
0.0%
0.0037
1
<0.1%
0
0.0%
0.0039
1
<0.1%
0
0.0%
0.0054
1
<0.1%
0
0.0%
0.0055
1
<0.1%
0
0.0%
0.0056
1
<0.1%
0
0.0%
0.0059
3
<0.1%
0
0.0%
0.0064
3
<0.1%
0
0.0%
0.0065
2
<0.1%
1
<0.1%
0.0067
2
<0.1%
0
0.0%
LARGEST VALUES
1050.2512
1
<0.1%
0
0.0%
1026.1489
1
<0.1%
0
0.0%
738.4782
1
<0.1%
0
0.0%
626.0647
1
<0.1%
0
0.0%
590.0
1
<0.1%
0
0.0%
558.6885
1
<0.1%
0
0.0%
532.06
1
<0.1%
0
0.0%
480.4804
1
<0.1%
0
0.0%
468.3195
1
<0.1%
0
0.0%
460.4385
1
<0.1%
0
0.0%
428.0
1
<0.1%
0
0.0%
398.9197
1
<0.1%
0
0.0%
383.3333
1
<0.1%
0
0.0%
374.5963
1
<0.1%
0
0.0%
370.5285
1
<0.1%
0
0.0%
CS1
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CS2
0.84
CS3
0.75
Num_CW_ATM_Out_G1_L3M
0.39
Amt_CW_ATM_Out_G1_L3M
-0.28
CS4
0.27
TAB7
-0.24
TAB8
-0.21
TAB9
-0.17
Num_Elec_In_G1_L3M
0.17
Num_POS_Out_G1_L3M
-0.13
Num_Inflow_G1_L3M
0.11
Total_Num_Inflow_L3M
0.11
Amt_POS_Out_G1_L3M
0.10
InsufFunds
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.15
ALL_Max_Delq_Ever
0.13
TAB5
0.12
TAB10
0.10
C_Telephones
0.07
Num_Accounts_Veh
0.05
Num_Accounts_CC
0.05
Thin_File_Flag
0.04
Enquiry_Only_Flag
0.03
Num_Loan_Out_G1_L3M
0.02
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
12,967
54.8%
10,390
52.1%
1.0
5,681
24.0%
5,413
27.1%
2.0
2,656
11.2%
2,238
11.2%
3.0
1,193
5.0%
969
4.9%
4.0
576
2.4%
514
2.6%
5.0
286
1.2%
232
1.2%
6.0
164
0.7%
84
0.4%
7.0
68
0.3%
41
0.2%
8.0
33
0.1%
25
0.1%
9.0
18
<0.1%
8
<0.1%
10.0
9
<0.1%
9
<0.1%
11.0
4
<0.1%
7
<0.1%
12.0
3
<0.1%
3
<0.1%
15.0
1
<0.1%
1
<0.1%
17.0
1
<0.1%
1
<0.1%
SMALLEST VALUES
0.0
12,967
54.8%
10,390
52.1%
1.0
5,681
24.0%
5,413
27.1%
2.0
2,656
11.2%
2,238
11.2%
3.0
1,193
5.0%
969
4.9%
4.0
576
2.4%
514
2.6%
5.0
286
1.2%
232
1.2%
6.0
164
0.7%
84
0.4%
7.0
68
0.3%
41
0.2%
8.0
33
0.1%
25
0.1%
9.0
18
<0.1%
8
<0.1%
10.0
9
<0.1%
9
<0.1%
11.0
4
<0.1%
7
<0.1%
12.0
3
<0.1%
3
<0.1%
13.0
1
<0.1%
0
0.0%
15.0
1
<0.1%
1
<0.1%
LARGEST VALUES
29.0
1
<0.1%
0
0.0%
22.0
1
<0.1%
0
0.0%
17.0
1
<0.1%
1
<0.1%
15.0
1
<0.1%
1
<0.1%
13.0
1
<0.1%
0
0.0%
12.0
3
<0.1%
3
<0.1%
11.0
4
<0.1%
7
<0.1%
10.0
9
<0.1%
9
<0.1%
9.0
18
<0.1%
8
<0.1%
8.0
33
0.1%
25
0.1%
7.0
68
0.3%
41
0.2%
6.0
164
0.7%
84
0.4%
5.0
286
1.2%
232
1.2%
4.0
576
2.4%
514
2.6%
3.0
1,193
5.0%
969
4.9%
CS2
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CS1
0.84
CS3
0.82
Num_CW_ATM_Out_G1_L3M
0.40
TAB7
-0.24
CS4
0.22
TAB8
-0.20
TAB9
-0.16
Num_Elec_In_G1_L3M
0.14
Amt_CW_ATM_Out_G1_L3M
-0.14
Num_POS_Out_G1_L3M
-0.12
Amt_POS_Out_G1_L3M
0.12
Num_Inflow_G1_L3M
0.10
Total_Num_Inflow_L3M
0.10
InsufFunds
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.15
ALL_Max_Delq_Ever
0.12
TAB5
0.11
TAB10
0.10
Num_Accounts_CC
0.06
Num_Accounts_Veh
0.05
C_Telephones
0.03
Thin_File_Flag
0.03
Num_Loan_Out_G1_L3M
0.01
Num_MoneySend_In_G1_L3M
0.01
Enquiry_Only_Flag
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
13,409
56.7%
10,969
55.0%
1.0
5,560
23.5%
5,155
25.9%
2.0
2,428
10.3%
2,134
10.7%
3.0
1,092
4.6%
842
4.2%
4.0
591
2.5%
460
2.3%
5.0
302
1.3%
194
1.0%
6.0
149
0.6%
82
0.4%
7.0
64
0.3%
51
0.3%
8.0
24
0.1%
19
<0.1%
9.0
17
<0.1%
12
<0.1%
10.0
8
<0.1%
6
<0.1%
11.0
5
<0.1%
4
<0.1%
12.0
5
<0.1%
4
<0.1%
13.0
4
<0.1%
2
<0.1%
14.0
3
<0.1%
1
<0.1%
SMALLEST VALUES
0.0
13,409
56.7%
10,969
55.0%
1.0
5,560
23.5%
5,155
25.9%
2.0
2,428
10.3%
2,134
10.7%
3.0
1,092
4.6%
842
4.2%
4.0
591
2.5%
460
2.3%
5.0
302
1.3%
194
1.0%
6.0
149
0.6%
82
0.4%
7.0
64
0.3%
51
0.3%
8.0
24
0.1%
19
<0.1%
9.0
17
<0.1%
12
<0.1%
10.0
8
<0.1%
6
<0.1%
11.0
5
<0.1%
4
<0.1%
12.0
5
<0.1%
4
<0.1%
13.0
4
<0.1%
2
<0.1%
14.0
3
<0.1%
1
<0.1%
LARGEST VALUES
20.0
1
<0.1%
1
<0.1%
15.0
1
<0.1%
0
0.0%
14.0
3
<0.1%
1
<0.1%
13.0
4
<0.1%
2
<0.1%
12.0
5
<0.1%
4
<0.1%
11.0
5
<0.1%
4
<0.1%
10.0
8
<0.1%
6
<0.1%
9.0
17
<0.1%
12
<0.1%
8.0
24
0.1%
19
<0.1%
7.0
64
0.3%
51
0.3%
6.0
149
0.6%
82
0.4%
5.0
302
1.3%
194
1.0%
4.0
591
2.5%
460
2.3%
3.0
1,092
4.6%
842
4.2%
2.0
2,428
10.3%
2,134
10.7%
CS3
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CS2
0.82
CS1
0.75
Num_CW_ATM_Out_G1_L3M
0.55
TAB7
-0.27
TAB8
-0.24
CS4
0.22
TAB9
-0.21
Num_Elec_In_G1_L3M
0.20
Amt_CW_ATM_Out_G1_L3M
-0.19
Num_Inflow_G1_L3M
0.15
Total_Num_Inflow_L3M
0.15
Total_Num_Outflow_L3M
0.13
InsufFunds
0.13
Num_Pmt_In_G1_L3M
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.18
TAB5
0.14
TAB10
0.12
ALL_Max_Delq_Ever
0.11
Num_Accounts_CC
0.07
Num_Accounts_Veh
0.05
Thin_File_Flag
0.02
Num_Loan_Out_G1_L3M
0.02
Enquiry_Only_Flag
0.02
C_Telephones
0.01
Num_MoneySend_In_G1_L3M
0.01
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
9,503
40.2%
8,001
40.1%
1.0
5,434
23.0%
5,331
26.7%
2.0
3,349
14.2%
2,903
14.6%
3.0
2,069
8.7%
1,543
7.7%
4.0
1,242
5.2%
947
4.7%
5.0
783
3.3%
504
2.5%
6.0
506
2.1%
290
1.5%
7.0
273
1.2%
151
0.8%
8.0
189
0.8%
103
0.5%
9.0
119
0.5%
58
0.3%
10.0
63
0.3%
21
0.1%
11.0
33
0.1%
28
0.1%
12.0
29
0.1%
19
<0.1%
14.0
17
<0.1%
3
<0.1%
13.0
15
<0.1%
11
<0.1%
SMALLEST VALUES
0.0
9,503
40.2%
8,001
40.1%
1.0
5,434
23.0%
5,331
26.7%
2.0
3,349
14.2%
2,903
14.6%
3.0
2,069
8.7%
1,543
7.7%
4.0
1,242
5.2%
947
4.7%
5.0
783
3.3%
504
2.5%
6.0
506
2.1%
290
1.5%
7.0
273
1.2%
151
0.8%
8.0
189
0.8%
103
0.5%
9.0
119
0.5%
58
0.3%
10.0
63
0.3%
21
0.1%
11.0
33
0.1%
28
0.1%
12.0
29
0.1%
19
<0.1%
13.0
15
<0.1%
11
<0.1%
14.0
17
<0.1%
3
<0.1%
LARGEST VALUES
29.0
1
<0.1%
0
0.0%
25.0
1
<0.1%
0
0.0%
23.0
3
<0.1%
0
0.0%
22.0
2
<0.1%
3
<0.1%
21.0
1
<0.1%
1
<0.1%
19.0
2
<0.1%
4
<0.1%
18.0
3
<0.1%
0
0.0%
17.0
8
<0.1%
2
<0.1%
16.0
8
<0.1%
5
<0.1%
15.0
10
<0.1%
6
<0.1%
14.0
17
<0.1%
3
<0.1%
13.0
15
<0.1%
11
<0.1%
12.0
29
0.1%
19
<0.1%
11.0
33
0.1%
28
0.1%
10.0
63
0.3%
21
0.1%
CS4
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CS1
0.27
CS2
0.22
CS3
0.22
Num_App
-0.15
Num_CW_ATM_Out_G1_L3M
0.14
Num_POS_Out_G1_L3M
-0.14
Total_Num_Outflow_L3M
-0.13
Amt_CW_ATM_Out_G1_L3M
-0.12
Amt_Prepaid_Out_G1_L3M
0.12
Num_Pmt_Out_G1_L3M
-0.11
Amt_Airtime
0.11
Num_Prepaid_Out_G1_L3M
-0.11
Amt_POS_Out_G1_L3M
0.10
Num_Airtime
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.09
TAB5
0.08
TAB10
0.07
Num_Accounts_CC
0.06
Num_Accounts_Veh
0.06
ALL_Max_Delq_Ever
0.05
Num_Loan_Out_G1_L3M
0.01
Enquiry_Only_Flag
0.01
C_Telephones
0.01
Thin_File_Flag
0.01
Num_MoneySend_In_G1_L3M
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
4,631
19.6%
5,112
25.6%
0.023
14
<0.1%
2
<0.1%
0.0218
14
<0.1%
3
<0.1%
0.0423
13
<0.1%
2
<0.1%
0.0435
12
<0.1%
5
<0.1%
0.0281
12
<0.1%
3
<0.1%
0.0255
12
<0.1%
2
<0.1%
0.0269
12
<0.1%
3
<0.1%
0.026
12
<0.1%
5
<0.1%
0.051
12
<0.1%
3
<0.1%
0.0045
12
<0.1%
4
<0.1%
0.0077
11
<0.1%
1
<0.1%
0.0415
11
<0.1%
4
<0.1%
0.0116
11
<0.1%
0
0.0%
0.0304
11
<0.1%
4
<0.1%
SMALLEST VALUES
0.0
4,631
19.6%
5,112
25.6%
0.0001
6
<0.1%
2
<0.1%
0.0002
5
<0.1%
2
<0.1%
0.0003
4
<0.1%
1
<0.1%
0.0004
7
<0.1%
0
0.0%
0.0005
3
<0.1%
2
<0.1%
0.0006
9
<0.1%
1
<0.1%
0.0007
3
<0.1%
1
<0.1%
0.0008
3
<0.1%
0
0.0%
0.0009
8
<0.1%
1
<0.1%
0.001
5
<0.1%
3
<0.1%
0.0011
6
<0.1%
0
0.0%
0.0012
5
<0.1%
0
0.0%
0.0013
8
<0.1%
2
<0.1%
0.0014
4
<0.1%
1
<0.1%
LARGEST VALUES
31.8213
1
<0.1%
0
0.0%
25.0201
1
<0.1%
0
0.0%
20.2071
1
<0.1%
0
0.0%
15.7865
1
<0.1%
0
0.0%
14.8481
1
<0.1%
0
0.0%
13.8931
1
<0.1%
0
0.0%
12.8318
1
<0.1%
0
0.0%
11.4965
1
<0.1%
0
0.0%
11.0578
1
<0.1%
0
0.0%
11.0025
1
<0.1%
0
0.0%
10.9362
1
<0.1%
0
0.0%
10.6221
1
<0.1%
0
0.0%
10.0115
1
<0.1%
0
0.0%
9.7297
1
<0.1%
0
0.0%
9.1434
1
<0.1%
0
0.0%
InsufFunds
MISSING:
1,251
(5%)
5,058
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CS3
0.13
TAB7
-0.11
Num_CNP_Out_G1_L3M
0.11
Total_Num_Outflow_L3M
0.11
TAB8
-0.10
CS2
0.10
CS1
0.09
Num_CW_ATM_Out_G1_L3M
0.09
TAB9
-0.09
Total_Num_Inflow_L3M
0.08
Num_POS_Out_G1_L3M
0.08
Num_Inflow_G1_L3M
0.07
Num_Pmt_In_G1_L3M
0.06
Num_App
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.07
TAB5
0.05
TAB10
0.04
ALL_Max_Delq_Ever
0.04
C_Telephones
0.02
Num_MoneySend_In_G1_L3M
0.02
Thin_File_Flag
0.01
Num_Accounts_Veh
0.01
Num_Loan_Out_G1_L3M
0.01
Num_Accounts_CC
0.00
Enquiry_Only_Flag
0.00
BehaviourType
0.00
MOST FREQUENT VALUES
0.0
18,679
78.9%
16,202
81.2%
1.0
2,717
11.5%
2,179
10.9%
2.0
1,165
4.9%
838
4.2%
3.0
490
2.1%
347
1.7%
4.0
253
1.1%
170
0.9%
5.0
113
0.5%
76
0.4%
6.0
76
0.3%
32
0.2%
8.0
26
0.1%
16
<0.1%
7.0
21
<0.1%
21
0.1%
10.0
16
<0.1%
8
<0.1%
9.0
15
<0.1%
14
<0.1%
11.0
15
<0.1%
5
<0.1%
12.0
9
<0.1%
3
<0.1%
13.0
7
<0.1%
5
<0.1%
14.0
6
<0.1%
3
<0.1%
SMALLEST VALUES
0.0
18,679
78.9%
16,202
81.2%
1.0
2,717
11.5%
2,179
10.9%
2.0
1,165
4.9%
838
4.2%
3.0
490
2.1%
347
1.7%
4.0
253
1.1%
170
0.9%
5.0
113
0.5%
76
0.4%
6.0
76
0.3%
32
0.2%
7.0
21
<0.1%
21
0.1%
8.0
26
0.1%
16
<0.1%
9.0
15
<0.1%
14
<0.1%
10.0
16
<0.1%
8
<0.1%
11.0
15
<0.1%
5
<0.1%
12.0
9
<0.1%
3
<0.1%
13.0
7
<0.1%
5
<0.1%
14.0
6
<0.1%
3
<0.1%
LARGEST VALUES
67.0
1
<0.1%
0
0.0%
55.0
1
<0.1%
0
0.0%
54.0
1
<0.1%
0
0.0%
37.0
1
<0.1%
0
0.0%
36.0
1
<0.1%
0
0.0%
34.0
1
<0.1%
0
0.0%
33.0
1
<0.1%
0
0.0%
31.0
2
<0.1%
1
<0.1%
30.0
1
<0.1%
0
0.0%
29.0
2
<0.1%
1
<0.1%
28.0
1
<0.1%
0
0.0%
26.0
2
<0.1%
1
<0.1%
25.0
3
<0.1%
1
<0.1%
24.0
1
<0.1%
0
0.0%
23.0
3
<0.1%
2
<0.1%